Data Comparison Visualization¶
This notebook compares datasets across all timesteps and identifies differences.
In [1]:
# Parameters (injected by papermill)
ref_file = ""
new_file = ""
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
shapefile_path = "../shp/ecos.shp"
qc_utils_path = "" # Path to qc_utils.py directory
In [2]:
# Parameters
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
ref_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc"
new_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc"
shapefile_path = "shp/ecos.shp"
qc_utils_path = "/import/home/jdpaul3/boreal_fire_weather/processing/qc"
In [3]:
import sys
import warnings
# Add qc_utils path to Python path
if qc_utils_path and qc_utils_path not in sys.path:
sys.path.insert(0, qc_utils_path)
from qc_utils import (
load_datasets_and_shapefile,
run_comparison_analysis,
display_summary_tables,
plot_max_value_differences,
plot_max_nan_differences,
generate_qc_summary,
)
warnings.filterwarnings("ignore")
print(f"Reference file: {ref_file}")
print(f"New file: {new_file}")
print(f"Variables to compare: {variables}")
Reference file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc New file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc Variables to compare: ['ffmc', 'dmc', 'dc', 'isi', 'bui', 'fwi']
In [4]:
ds_ref, ds_new, gdf, bounds = load_datasets_and_shapefile(
ref_file, new_file, shapefile_path
)
Loading datasets...
Shapefile bounds: [-163.89285272 47.55902851 -55.58034561 69.00630609]
Dataset reference shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Dataset new shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Number of timesteps: 365
Timestep-by-Timestep Comparison¶
Comparing all timesteps to identify where differences occur.
In [5]:
comparison_results = run_comparison_analysis(ds_ref, ds_new, variables)
Comparing all timesteps... Analyzing FFMC...
Total timesteps: 365 Timesteps with differences: 365 Max absolute difference: 51.852226 Max NaN changes: 131 Analyzing DMC...
Total timesteps: 365 Timesteps with differences: 328 Max absolute difference: 0.308185 Max NaN changes: 0 Analyzing DC...
Total timesteps: 365 Timesteps with differences: 346 Max absolute difference: 0.000031 Max NaN changes: 0 Analyzing ISI...
Total timesteps: 365 Timesteps with differences: 365 Max absolute difference: 0.934124 Max NaN changes: 131 Analyzing BUI...
Total timesteps: 365 Timesteps with differences: 328 Max absolute difference: 0.345842 Max NaN changes: 0 Analyzing FWI...
Total timesteps: 365 Timesteps with differences: 365 Max absolute difference: 0.297061 Max NaN changes: 131 Comparison complete!
Summary Statistics for Differing Timesteps¶
Tables showing summary statistics for each timestep where differences were detected.
In [6]:
display_summary_tables(comparison_results, variables)
================================================================================
FFMC - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 83.134003 7.941000 83.134003 7.941000 0.000000 1107 0
2031-01-02 81.737999 11.016000 81.737999 11.016000 0.000000 2269 0
2031-01-03 81.397003 11.324000 81.397003 11.324000 0.000000 2807 0
2031-01-04 81.258003 11.632000 81.258003 11.632000 0.000000 3219 0
2031-01-05 80.936996 12.545000 80.936996 12.545000 0.000000 3603 0
2031-01-06 80.800003 13.001000 80.800003 13.001000 0.000000 3901 0
2031-01-07 80.981003 12.697000 80.981003 12.697000 0.000000 4011 0
2031-01-08 81.410004 11.559000 81.410004 11.559000 0.000000 3849 0
2031-01-09 81.816002 10.575000 81.816002 10.575000 0.000000 3715 0
2031-01-10 81.575996 11.537000 81.575996 11.537000 0.000000 3646 0
2031-01-11 81.366997 12.232000 81.366997 12.232000 0.000000 3582 0
2031-01-12 81.240997 12.886000 81.240997 12.886000 0.000000 3640 0
2031-01-13 81.018997 13.460000 81.018997 13.460000 0.000000 3793 0
2031-01-14 81.249001 12.959000 81.249001 12.959000 0.000000 3738 0
2031-01-15 81.552002 12.226000 81.552002 12.226000 0.000000 3648 0
2031-01-16 81.666000 12.065000 81.666000 12.065000 0.000000 3458 0
2031-01-17 80.998001 14.243000 80.998001 14.243000 0.000000 4159 0
2031-01-18 80.983002 14.379000 80.983002 14.379000 0.000000 4507 0
2031-01-19 81.375999 13.305000 81.375999 13.305000 0.000000 4196 0
2031-01-20 81.984001 11.680000 81.984001 11.680000 0.000000 3990 0
2031-01-21 81.764999 12.759000 81.764999 12.759000 0.000000 4204 0
2031-01-22 81.723000 12.917000 81.723000 12.917000 0.000000 4252 0
2031-01-23 81.891998 12.574000 81.891998 12.574000 0.000000 4150 0
2031-01-24 82.060997 12.101000 82.060997 12.101000 0.000000 3829 0
2031-01-25 81.980003 12.441000 81.980003 12.441000 0.000000 3830 0
2031-01-26 82.077003 12.213000 82.077003 12.213000 0.000000 3747 0
2031-01-27 82.214996 11.848000 82.214996 11.848000 0.000000 3683 0
2031-01-28 82.233002 12.254000 82.233002 12.254000 0.000000 3523 0
2031-01-29 82.208000 12.674000 82.208000 12.674000 0.000000 3645 0
2031-01-30 82.792999 11.273000 82.792999 11.273000 0.000000 3357 0
2031-01-31 83.177002 10.334000 83.177002 10.334000 0.000000 3066 0
2031-02-01 83.584000 8.977000 83.584000 8.977000 0.000000 2780 0
2031-02-02 83.649002 8.858000 83.649002 8.858000 0.000000 2496 0
2031-02-03 83.730003 9.193000 83.730003 9.193000 0.000000 2292 0
2031-02-04 83.606003 10.070000 83.606003 10.070000 0.000000 2261 0
2031-02-05 83.275002 11.265000 83.275002 11.265000 0.000000 2510 0
2031-02-06 83.694000 10.051000 83.694000 10.051000 0.000000 2413 0
2031-02-07 84.036003 8.989000 84.036003 8.989000 0.000000 2156 0
2031-02-08 84.292000 8.201000 84.292000 8.201000 0.000000 1973 0
2031-02-09 84.196999 8.630000 84.196999 8.630000 0.000000 1864 0
2031-02-10 84.380997 8.124000 84.380997 8.124000 0.000000 1747 0
2031-02-11 84.313004 8.343000 84.313004 8.343000 0.000000 1970 0
2031-02-12 83.985001 10.181000 83.985001 10.181000 0.000000 2330 0
2031-02-13 84.165001 10.297000 84.165001 10.297000 0.000000 2250 0
2031-02-14 84.537003 9.328000 84.537003 9.328000 0.000000 2084 0
2031-02-15 84.778000 8.365000 84.778000 8.365000 0.000000 1962 0
2031-02-16 84.568001 8.885000 84.568001 8.885000 0.000000 2100 0
2031-02-17 84.978996 7.713000 84.978996 7.713000 0.000000 2058 0
2031-02-18 85.263000 6.689000 85.263000 6.689000 0.000000 1675 0
2031-02-19 85.503998 5.788000 85.503998 5.788000 0.000000 1444 0
2031-02-20 85.342003 6.861000 85.342003 6.861000 0.000000 1540 0
2031-02-21 84.675003 9.432000 84.675003 9.432000 0.000000 2057 0
2031-02-22 84.561996 9.550000 84.561996 9.550000 0.927000 2383 0
2031-02-23 84.600998 9.123000 84.600998 9.123000 4.668000 2380 0
2031-02-24 84.349998 10.214000 84.349998 10.213000 3.340000 2666 0
2031-02-25 83.933998 11.756000 83.933998 11.755000 3.529000 3239 0
2031-02-26 83.945000 12.259000 83.945000 12.258000 7.933000 3343 0
2031-02-27 84.386002 11.067000 84.385002 11.065000 9.174000 3191 11
2031-02-28 84.575996 10.729000 84.547997 10.751000 10.358000 2917 128
2031-03-01 85.112000 9.149000 85.086998 9.170000 10.333000 2595 128
2031-03-02 85.597000 7.639000 85.575996 7.658000 8.987000 2148 128
2031-03-03 85.958000 6.542000 85.939003 6.559000 6.692000 1875 128
2031-03-04 86.338997 5.504000 86.320999 5.527000 5.774000 1471 128
2031-03-05 86.594002 4.777000 86.577003 4.800000 4.868000 1253 128
2031-03-06 86.753998 4.350000 86.733002 4.388000 4.065000 1003 128
2031-03-07 86.502998 6.187000 86.476997 6.228000 3.553000 1117 128
2031-03-08 86.323997 7.325000 86.300003 7.358000 3.034000 1365 128
2031-03-09 86.129997 7.712000 86.108002 7.735000 2.606000 1465 128
2031-03-10 85.627998 9.406000 85.609001 9.417000 2.144000 1983 128
2031-03-11 85.180000 10.586000 85.163002 10.592000 1.646000 2418 128
2031-03-12 85.025002 10.859000 85.010002 10.862000 0.714000 2848 128
2031-03-13 85.387001 9.915000 85.372002 9.918000 0.430000 2689 128
2031-03-14 85.271004 10.798000 85.257004 10.799000 0.256000 2895 128
2031-03-15 85.411003 10.431000 85.397003 10.432000 0.221000 2675 128
2031-03-16 85.032997 11.845000 85.021004 11.843000 0.176000 3189 128
2031-03-17 84.779999 12.393000 84.746002 12.430000 0.146000 3150 128
2031-03-18 85.211998 11.280000 85.165001 11.354000 0.128000 2991 128
2031-03-19 85.649002 10.258000 85.583000 10.418000 0.118000 2775 128
2031-03-20 85.675003 10.359000 85.623001 10.460000 2.835000 2943 128
2031-03-21 85.421997 11.431000 85.382004 11.480000 0.897000 3214 128
2031-03-22 85.873001 9.891000 85.838997 9.931000 0.886000 2908 128
2031-03-23 85.856003 9.959000 85.792999 10.110000 0.943000 2744 128
2031-03-24 86.112999 9.276000 86.056000 9.413000 0.934000 2521 128
2031-03-25 86.269997 9.037000 86.212997 9.178000 0.531000 2311 128
2031-03-26 86.639000 8.554000 86.584000 8.692000 2.095000 2027 128
2031-03-27 86.372002 9.696000 86.324997 9.789000 8.472000 2291 128
2031-03-28 85.834999 11.750000 85.782997 11.849000 8.321000 2784 128
2031-03-29 85.462997 12.311000 85.419998 12.368000 19.908001 3470 128
2031-03-30 85.490997 12.272000 85.461998 12.260000 28.441000 3475 128
2031-03-31 85.522003 12.165000 85.496002 12.098000 43.268002 3432 128
2031-04-01 86.295998 10.182000 86.268997 10.152000 29.570999 3010 128
2031-04-02 87.251999 7.479000 87.232002 7.437000 26.981001 2208 128
2031-04-03 87.660004 6.396000 87.647003 6.355000 21.377001 1757 128
2031-04-04 87.570999 7.338000 87.558998 7.309000 8.263000 1823 128
2031-04-05 87.375999 8.641000 87.366997 8.623000 6.401000 1997 128
2031-04-06 87.344002 8.801000 87.334999 8.789000 5.048000 2036 128
2031-04-07 87.388000 8.795000 87.380997 8.784000 4.231000 2099 128
2031-04-08 87.680000 8.129000 87.654999 8.157000 3.502000 1813 128
2031-04-09 87.466003 8.208000 87.433998 8.252000 2.815000 1945 128
2031-04-10 87.281998 8.258000 87.239998 8.354000 1.862000 2137 128
2031-04-11 87.237999 8.898000 87.191002 9.020000 1.243000 2104 128
2031-04-12 87.109001 10.082000 87.068001 10.156000 1.141000 2493 128
2031-04-13 87.767998 8.251000 87.736000 8.303000 1.173000 2095 128
2031-04-14 88.084000 6.943000 88.060997 6.973000 7.412000 1684 128
2031-04-15 88.040001 7.591000 88.013000 7.639000 17.709000 1818 128
2031-04-16 87.114998 10.349000 87.088997 10.371000 23.604000 2669 128
2031-04-17 86.583000 12.688000 86.564003 12.692000 2.577000 3274 128
2031-04-18 87.137001 10.906000 87.116997 10.914000 9.478000 3091 128
2031-04-19 87.755997 8.833000 87.735001 8.846000 15.493000 2554 128
2031-04-20 88.005997 8.002000 87.987999 8.009000 10.495000 2287 128
2031-04-21 88.052002 8.393000 88.039001 8.388000 12.182000 2115 128
2031-04-22 87.954002 9.220000 87.943001 9.209000 15.037000 2103 128
2031-04-23 87.914001 9.353000 87.905998 9.331000 23.493999 2205 128
2031-04-24 87.861000 9.485000 87.851997 9.462000 19.627001 2266 128
2031-04-25 87.707001 10.170000 87.695000 10.154000 16.565001 2426 128
2031-04-26 87.313004 11.075000 87.279999 11.106000 17.681999 2920 128
2031-04-27 87.073997 11.881000 87.032997 11.948000 13.435000 3262 128
2031-04-28 87.731003 9.982000 87.697998 10.030000 13.201000 2882 128
2031-04-29 87.912003 9.818000 87.885002 9.839000 12.940000 2606 128
2031-04-30 87.778999 10.611000 87.760002 10.610000 14.779000 2587 128
2031-05-01 87.973000 9.521000 87.959000 9.521000 7.655000 2482 128
2031-05-02 88.169998 8.989000 88.157997 8.988000 5.173000 2510 128
2031-05-03 88.294998 9.178000 88.277000 9.189000 3.675000 2337 128
2031-05-04 88.092003 10.166000 88.069000 10.189000 2.679000 2643 128
2031-05-05 88.629997 8.617000 88.612000 8.630000 1.595000 2287 128
2031-05-06 89.022003 7.435000 89.005997 7.450000 0.917000 1765 128
2031-05-07 89.320999 6.631000 89.306000 6.644000 0.554000 1606 128
2031-05-08 89.065002 8.827000 89.046997 8.845000 15.668000 1858 128
2031-05-09 89.028000 9.063000 89.011002 9.077000 3.681000 2000 128
2031-05-10 88.751999 9.655000 88.738998 9.658000 1.104000 2496 128
2031-05-11 89.563004 7.301000 89.553001 7.305000 1.090000 1816 128
2031-05-12 89.759003 6.796000 89.728996 6.901000 1.036000 1552 128
2031-05-13 89.628998 6.846000 89.602997 6.905000 0.952000 1770 128
2031-05-14 89.606003 7.361000 89.586998 7.387000 4.814000 1640 128
2031-05-15 89.414001 8.039000 89.390999 8.076000 8.672000 2001 128
2031-05-16 88.918999 10.144000 88.883003 10.229000 6.314000 2302 128
2031-05-17 88.560997 10.809000 88.510002 10.907000 11.309000 2624 128
2031-05-18 88.738998 9.885000 88.693001 9.974000 2.035000 2809 128
2031-05-19 89.064003 9.233000 89.014999 9.334000 1.950000 2498 128
2031-05-20 89.487999 8.057000 89.452003 8.132000 1.278000 2015 128
2031-05-21 89.523003 8.539000 89.499001 8.570000 0.847000 1873 128
2031-05-22 89.378998 9.129000 89.362999 9.140000 0.339000 2007 128
2031-05-23 89.086998 10.414000 89.069000 10.425000 1.535000 2441 128
2031-05-24 89.112999 10.259000 89.083000 10.294000 0.562000 2516 128
2031-05-25 89.396004 8.841000 89.374001 8.859000 0.425000 2139 128
2031-05-26 89.026001 10.474000 88.986000 10.538000 3.165000 2639 128
2031-05-27 89.153000 10.713000 89.080002 10.914000 4.377000 2668 128
2031-05-28 88.907997 11.449000 88.829002 11.659000 6.138000 2925 128
2031-05-29 88.745003 12.230000 88.667000 12.422000 8.380000 2997 128
2031-05-30 89.372002 10.872000 89.307999 11.023000 7.589000 2479 128
2031-05-31 90.153999 8.562000 90.117996 8.622000 7.382000 2045 128
2031-06-01 90.398003 7.182000 90.385002 7.186000 17.832001 2027 128
2031-06-02 90.193001 7.954000 90.190002 7.943000 35.786999 1970 128
2031-06-03 90.063004 8.707000 90.057999 8.696000 50.250000 2017 128
2031-06-04 89.992996 9.210000 89.988998 9.198000 51.852001 2157 128
2031-06-05 90.053001 9.012000 90.047997 9.008000 5.140000 2244 128
2031-06-06 90.472000 7.797000 90.463997 7.797000 10.591000 1873 128
2031-06-07 90.511002 7.648000 90.500000 7.651000 8.397000 1815 128
2031-06-08 89.901001 9.315000 89.888000 9.322000 8.226000 2572 128
2031-06-09 89.656998 10.725000 89.625999 10.797000 7.438000 2983 128
2031-06-10 90.108002 10.062000 90.082001 10.112000 9.056000 2483 128
2031-06-11 90.316002 9.580000 90.278000 9.635000 14.276000 2255 128
2031-06-12 90.449997 9.288000 90.432999 9.295000 11.776000 2170 128
2031-06-13 90.535004 9.454000 90.518997 9.467000 9.703000 2190 128
2031-06-14 90.847000 8.357000 90.821999 8.416000 8.803000 1862 128
2031-06-15 91.148003 7.247000 91.130997 7.267000 8.220000 1620 128
2031-06-16 91.212997 6.976000 91.200996 6.983000 6.160000 1724 128
2031-06-17 90.877998 8.431000 90.870003 8.429000 2.024000 2176 128
2031-06-18 90.990997 8.443000 90.976997 8.449000 1.455000 1992 128
2031-06-19 91.067001 7.934000 91.039001 7.985000 0.533000 1856 128
2031-06-20 91.115997 7.914000 91.092003 7.941000 0.402000 1916 128
2031-06-21 91.637001 6.394000 91.615997 6.422000 0.212000 1358 128
2031-06-22 91.624001 7.088000 91.608002 7.104000 0.048000 1540 128
2031-06-23 91.382004 8.263000 91.369003 8.268000 0.024000 1904 128
2031-06-24 91.688004 6.990000 91.679001 6.991000 0.012000 1541 128
2031-06-25 91.522003 7.556000 91.514999 7.554000 0.007000 1995 128
2031-06-26 91.635002 7.079000 91.612999 7.119000 0.004000 1735 128
2031-06-27 92.129997 5.979000 92.116997 5.989000 0.002000 1320 128
2031-06-28 92.068001 6.174000 92.047997 6.204000 0.001000 1543 128
2031-06-29 91.418999 8.475000 91.410004 8.474000 0.001000 2319 128
2031-06-30 91.133003 10.105000 91.128998 10.099000 0.000000 2586 128
2031-07-01 91.498001 9.215000 91.494003 9.210000 0.000000 2161 131
2031-07-02 91.526001 9.058000 91.522003 9.054000 0.000000 2028 131
2031-07-03 91.484001 8.577000 91.473000 8.580000 0.000000 2226 131
2031-07-04 91.308998 9.416000 91.292999 9.423000 0.000000 2614 131
2031-07-05 91.585999 8.690000 91.563004 8.714000 0.000000 2147 131
2031-07-06 91.546997 9.229000 91.535004 9.232000 0.000000 2151 131
2031-07-07 91.306000 10.890000 91.297997 10.890000 1.185000 2594 131
2031-07-08 91.177002 11.313000 91.169998 11.314000 4.200000 2800 131
2031-07-09 91.559998 9.947000 91.539001 9.972000 0.564000 2483 131
2031-07-10 91.886002 8.512000 91.837997 8.619000 0.000000 2143 131
2031-07-11 91.671997 9.073000 91.629997 9.154000 0.000000 2535 131
2031-07-12 91.444000 10.113000 91.385002 10.256000 0.000000 2755 131
2031-07-13 91.887001 9.223000 91.815002 9.441000 6.784000 2198 131
2031-07-14 91.500000 10.288000 91.464996 10.336000 0.000000 2858 131
2031-07-15 91.916000 9.142000 91.902000 9.147000 0.000000 2483 131
2031-07-16 92.091003 8.930000 92.070999 8.948000 0.000000 2468 131
2031-07-17 91.497002 10.569000 91.459000 10.619000 0.000000 2891 131
2031-07-18 91.547997 10.135000 91.504997 10.211000 0.000000 2919 131
2031-07-19 91.569000 10.322000 91.540001 10.365000 0.000000 2925 131
2031-07-20 91.995003 9.441000 91.971001 9.473000 0.000000 2367 131
2031-07-21 91.946999 9.726000 91.932999 9.731000 0.000000 2474 131
2031-07-22 91.815002 10.001000 91.796997 10.012000 0.000000 2651 131
2031-07-23 92.022003 9.563000 91.975998 9.655000 0.000000 2444 131
2031-07-24 92.202003 9.111000 92.165001 9.169000 0.000000 2418 131
2031-07-25 91.998001 10.492000 91.971001 10.523000 0.000000 2873 131
2031-07-26 92.031998 10.719000 92.008003 10.744000 0.000000 2779 131
2031-07-27 92.066002 10.690000 92.029999 10.749000 0.000000 2812 131
2031-07-28 92.533997 9.394000 92.481003 9.503000 0.000000 2177 131
2031-07-29 92.570999 9.228000 92.510002 9.383000 0.000000 2155 131
2031-07-30 92.293999 10.099000 92.253998 10.158000 0.000000 2598 131
2031-07-31 92.397003 10.104000 92.377998 10.113000 0.000000 2608 131
2031-08-01 93.103996 8.157000 93.080002 8.189000 0.000000 1861 131
2031-08-02 93.299004 8.375000 93.280998 8.386000 0.000000 1662 131
2031-08-03 93.375000 7.978000 93.357002 7.991000 0.000000 1768 131
2031-08-04 93.468002 7.670000 93.438004 7.724000 0.000000 1636 131
2031-08-05 93.014000 9.192000 92.970001 9.272000 0.000000 2374 131
2031-08-06 92.708000 10.045000 92.678001 10.073000 0.000000 2688 131
2031-08-07 92.471001 10.929000 92.445000 10.955000 0.000000 2749 131
2031-08-08 92.815002 9.715000 92.783997 9.752000 0.000000 2477 131
2031-08-09 92.931999 9.730000 92.903999 9.760000 0.000000 2453 131
2031-08-10 93.127998 9.619000 93.098999 9.653000 0.000000 2356 131
2031-08-11 93.839996 7.795000 93.822998 7.805000 0.000000 1596 131
2031-08-12 94.306000 6.338000 94.292999 6.345000 0.000000 1166 131
2031-08-13 94.141998 7.174000 94.132004 7.177000 0.000000 1425 131
2031-08-14 93.970001 7.982000 93.959000 7.989000 0.000000 1559 131
2031-08-15 93.544998 9.161000 93.504997 9.232000 0.000000 2032 131
2031-08-16 93.099998 10.433000 93.058998 10.509000 0.000000 2500 131
2031-08-17 93.139999 10.244000 93.111000 10.278000 0.000000 2499 131
2031-08-18 93.473000 9.390000 93.453003 9.404000 0.000000 2317 131
2031-08-19 93.907997 8.395000 93.893997 8.400000 0.000000 2047 131
2031-08-20 93.986000 7.989000 93.974998 7.991000 0.000000 1819 131
2031-08-21 94.320000 7.240000 94.308998 7.243000 0.000000 1348 131
2031-08-22 93.759003 9.806000 93.748001 9.808000 0.000000 2103 131
2031-08-23 93.389000 10.850000 93.376999 10.851000 0.000000 2302 131
2031-08-24 93.498001 10.217000 93.473000 10.251000 0.000000 2273 131
2031-08-25 93.962997 9.102000 93.936996 9.143000 0.000000 1823 131
2031-08-26 93.398003 10.734000 93.357002 10.792000 0.000000 2666 131
2031-08-27 93.638000 10.318000 93.582001 10.455000 0.000000 2317 131
2031-08-28 93.583000 10.320000 93.537003 10.397000 0.000000 2466 131
2031-08-29 93.814003 10.074000 93.788002 10.096000 0.000000 2204 131
2031-08-30 93.695000 10.355000 93.676003 10.363000 0.000000 2424 131
2031-08-31 93.591003 10.727000 93.573997 10.733000 0.000000 2423 131
2031-09-01 93.846001 10.715000 93.824997 10.733000 0.000000 2429 131
2031-09-02 93.617996 10.923000 93.577003 10.987000 0.000000 2809 131
2031-09-03 94.280998 9.165000 94.252998 9.194000 0.000000 2106 131
2031-09-04 95.028999 7.628000 95.011002 7.642000 0.000000 1431 131
2031-09-05 94.752998 8.792000 94.737000 8.798000 0.000000 1796 131
2031-09-06 94.271004 10.961000 94.224998 11.042000 0.000000 2386 131
2031-09-07 94.503998 9.972000 94.461998 10.050000 0.000000 2192 131
2031-09-08 94.728996 9.482000 94.675003 9.644000 0.000000 1906 131
2031-09-09 94.364998 10.391000 94.304001 10.581000 0.000000 2410 131
2031-09-10 94.106003 11.118000 94.066002 11.186000 0.000000 2545 131
2031-09-11 93.957001 11.935000 93.926003 11.970000 0.000000 2577 131
2031-09-12 93.675003 12.657000 93.646004 12.677000 0.000000 2852 131
2031-09-13 93.497002 12.820000 93.455002 12.869000 0.000000 2938 131
2031-09-14 93.724998 12.182000 93.685997 12.225000 0.000000 3090 131
2031-09-15 94.127998 11.759000 94.100998 11.779000 0.000000 2826 131
2031-09-16 94.634003 10.817000 94.614998 10.824000 0.000000 2142 131
2031-09-17 94.858002 10.040000 94.843002 10.043000 0.000000 2077 131
2031-09-18 94.612999 11.272000 94.598999 11.272000 0.000000 2129 131
2031-09-19 94.328003 11.821000 94.292000 11.861000 0.000000 2487 131
2031-09-20 94.203003 12.666000 94.126999 12.844000 0.000000 2707 131
2031-09-21 94.591003 11.633000 94.509003 11.860000 0.000000 2348 131
2031-09-22 94.617996 11.477000 94.558998 11.592000 0.000000 2362 131
2031-09-23 94.742996 10.861000 94.703003 10.914000 0.000000 2550 131
2031-09-24 94.716003 11.031000 94.683998 11.061000 0.000000 2356 131
2031-09-25 94.596001 12.274000 94.561996 12.306000 0.000000 2477 131
2031-09-26 94.010002 13.837000 93.975998 13.864000 0.000000 3050 131
2031-09-27 93.512001 14.913000 93.483002 14.927000 0.000000 3609 131
2031-09-28 93.260002 15.642000 93.237000 15.647000 0.000000 4225 131
2031-09-29 93.855003 14.244000 93.835999 14.245000 0.000000 3688 131
2031-09-30 94.112000 13.536000 94.094002 13.536000 0.000000 3189 131
2031-10-01 93.778000 14.419000 93.760002 14.420000 0.000000 3578 131
2031-10-02 93.650002 14.923000 93.634003 14.922000 0.000000 3767 131
2031-10-03 93.939003 14.114000 93.922997 14.115000 0.000000 3341 131
2031-10-04 93.630997 15.296000 93.595001 15.334000 0.000000 3647 131
2031-10-05 93.982002 14.078000 93.924004 14.161000 0.000000 3502 131
2031-10-06 94.532997 12.928000 94.486000 12.989000 0.000000 2987 131
2031-10-07 95.138000 11.206000 95.087997 11.288000 0.000000 2319 131
2031-10-08 94.825996 12.897000 94.785004 12.942000 0.000000 2480 131
2031-10-09 94.205002 14.718000 94.147003 14.812000 0.000000 3118 131
2031-10-10 94.648003 13.293000 94.598999 13.362000 0.000000 3016 131
2031-10-11 94.442001 13.929000 94.399002 13.972000 0.000000 3338 131
2031-10-12 94.358002 14.231000 94.320000 14.262000 0.000000 3428 131
2031-10-13 94.788002 13.541000 94.745003 13.595000 0.000000 2938 131
2031-10-14 94.847000 13.836000 94.806000 13.885000 0.000000 3005 131
2031-10-15 94.650002 15.086000 94.615997 15.111000 0.000000 3319 131
2031-10-16 94.934998 13.986000 94.897003 14.026000 0.000000 2972 131
2031-10-17 95.289001 12.895000 95.257004 12.921000 0.000000 2651 131
2031-10-18 95.095001 13.088000 95.060997 13.120000 0.000000 2746 131
2031-10-19 94.525002 14.711000 94.475998 14.777000 0.000000 3440 131
2031-10-20 94.184998 16.002001 94.144997 16.039000 0.000000 3887 131
2031-10-21 94.112000 16.193001 94.078003 16.215000 0.000000 3789 131
2031-10-22 94.542999 15.361000 94.513000 15.376000 0.000000 3592 131
2031-10-23 94.468002 15.917000 94.442001 15.924000 0.000000 3557 131
2031-10-24 94.363998 16.117001 94.341003 16.120001 0.000000 3909 131
2031-10-25 94.198997 16.605000 94.171997 16.611000 0.000000 4143 131
2031-10-26 94.000000 17.471001 93.973000 17.476999 0.000000 4231 131
2031-10-27 93.502998 18.693001 93.458000 18.737000 0.000000 4819 131
2031-10-28 93.741997 18.503000 93.700996 18.535999 0.000000 4777 131
2031-10-29 93.585999 19.316999 93.553001 19.332001 0.000000 4877 131
2031-10-30 93.747002 19.132000 93.718002 19.139999 0.000000 4765 131
2031-10-31 94.529999 17.093000 94.502998 17.100000 0.000000 4206 131
2031-11-01 95.015999 15.520000 94.983002 15.541000 0.000000 3703 131
2031-11-02 95.320999 14.577000 95.285004 14.612000 0.000000 3318 131
2031-11-03 95.238998 14.872000 95.200996 14.909000 0.000000 3264 131
2031-11-04 95.292999 14.990000 95.233002 15.073000 0.000000 3245 131
2031-11-05 94.824997 16.848000 94.753998 16.954000 0.000000 3543 131
2031-11-06 94.711998 17.451000 94.642998 17.542999 0.000000 3723 131
2031-11-07 95.195000 16.197001 95.137001 16.268000 0.000000 3439 131
2031-11-08 95.578003 15.050000 95.524002 15.114000 0.000000 3137 131
2031-11-09 95.627998 14.953000 95.577003 15.010000 0.000000 3156 131
2031-11-10 95.600998 15.175000 95.554001 15.224000 0.000000 3257 131
2031-11-11 96.121002 13.726000 96.077003 13.771000 0.000000 3151 131
2031-11-12 95.924004 14.693000 95.876999 14.745000 0.000000 3089 131
2031-11-13 95.254997 16.799000 95.212997 16.832001 0.000000 3533 131
2031-11-14 94.594002 18.576000 94.545998 18.618000 0.000000 3910 131
2031-11-15 94.699997 18.052999 94.656998 18.086000 0.000000 3979 131
2031-11-16 95.143997 16.825001 95.099998 16.858000 0.000000 3838 131
2031-11-17 95.264999 16.594999 95.209000 16.669001 0.000000 3707 131
2031-11-18 95.458000 16.093000 95.403000 16.167999 0.000000 3415 131
2031-11-19 95.630997 15.400000 95.574997 15.475000 0.000000 3137 131
2031-11-20 95.633003 15.041000 95.569000 15.148000 0.000000 3160 131
2031-11-21 95.543999 15.649000 95.487000 15.726000 0.000000 3416 131
2031-11-22 95.843002 14.997000 95.793999 15.051000 0.000000 3197 131
2031-11-23 96.212997 13.874000 96.171997 13.915000 0.000000 2646 131
2031-11-24 96.353996 13.511000 96.318001 13.540000 0.000000 2375 131
2031-11-25 96.518997 12.880000 96.482002 12.913000 0.000000 2145 131
2031-11-26 96.719002 12.121000 96.679001 12.167000 0.000000 2100 131
2031-11-27 96.710999 12.099000 96.668999 12.149000 0.000000 1959 131
2031-11-28 96.262001 13.939000 96.219002 13.984000 0.000000 2207 131
2031-11-29 95.252998 16.936001 95.209999 16.971001 0.000000 3253 131
2031-11-30 94.837997 18.023001 94.797997 18.049000 0.000000 3570 131
2031-12-01 95.208000 16.898001 95.162003 16.940001 0.000000 3609 131
2031-12-02 95.481003 15.924000 95.434998 15.972000 0.000000 3382 131
2031-12-03 94.949997 17.327000 94.908997 17.357000 0.000000 3956 131
2031-12-04 94.598999 18.042999 94.560997 18.065001 0.000000 4638 131
2031-12-05 94.867996 17.320999 94.833000 17.339001 0.000000 4243 131
2031-12-06 95.242996 16.153999 95.207001 16.177000 0.000000 3854 131
2031-12-07 95.459999 15.505000 95.425003 15.527000 0.000000 3681 131
2031-12-08 95.789001 14.769000 95.755997 14.789000 0.000000 3346 131
2031-12-09 94.976997 16.978001 94.945999 16.989000 0.000000 3728 131
2031-12-10 94.908997 17.202999 94.879997 17.211000 0.000000 3818 131
2031-12-11 95.027000 17.014999 94.999001 17.023001 0.000000 3534 131
2031-12-12 94.795998 17.527000 94.769997 17.531000 0.000000 3911 131
2031-12-13 95.007004 16.764999 94.981003 16.770000 0.000000 3808 131
2031-12-14 95.214996 16.200001 95.190002 16.205999 0.000000 3591 131
2031-12-15 95.357002 15.910000 95.332001 15.915000 0.000000 3454 131
2031-12-16 94.822998 17.521999 94.794998 17.528000 0.000000 3785 131
2031-12-17 94.110001 19.204000 94.057999 19.259001 0.000000 4277 131
2031-12-18 94.158997 19.218000 94.113998 19.254999 0.000000 4380 131
2031-12-19 93.987000 19.440001 93.946999 19.465000 0.000000 4510 131
2031-12-20 94.364998 18.301001 94.322998 18.329000 0.000000 4333 131
2031-12-21 94.544998 17.809999 94.492996 17.858000 0.000000 4221 131
2031-12-22 94.664001 17.455000 94.612999 17.502001 0.000000 4155 131
2031-12-23 94.829002 17.114000 94.774002 17.172001 0.000000 4055 131
2031-12-24 94.891998 17.270000 94.842003 17.315001 0.000000 3810 131
2031-12-25 94.882004 17.368999 94.816002 17.457001 0.000000 3559 131
2031-12-26 95.052002 16.851999 94.994003 16.922001 0.000000 3386 131
2031-12-27 95.016998 17.358000 94.960999 17.422001 0.000000 3338 131
2031-12-28 94.962997 17.327999 94.910004 17.381001 0.000000 3400 131
2031-12-29 94.792000 17.476999 94.733002 17.549000 0.000000 3484 131
2031-12-30 94.919998 17.240999 94.865997 17.299999 0.000000 3494 131
2031-12-31 95.126999 16.730000 95.071999 16.796000 0.000000 3449 131
================================================================================
DMC - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 5.188000 1.225000 5.188000 1.225000 0.000 140 0
2031-01-02 4.316000 1.614000 4.316000 1.614000 0.000 140 0
2031-01-03 3.869000 1.660000 3.869000 1.660000 0.000 131 0
2031-01-04 3.472000 1.748000 3.472000 1.748000 0.000 122 0
2031-01-05 2.906000 1.802000 2.906000 1.802000 0.000 120 0
2031-01-06 2.439000 1.936000 2.439000 1.936000 0.000 103 0
2031-01-07 2.184000 1.919000 2.184000 1.919000 0.000 89 0
2031-01-08 2.050000 1.913000 2.050000 1.913000 0.000 83 0
2031-01-09 1.982000 1.922000 1.982000 1.922000 0.000 83 0
2031-01-10 1.756000 1.845000 1.756000 1.845000 0.000 76 0
2031-01-11 1.518000 1.827000 1.518000 1.827000 0.000 70 0
2031-01-12 1.322000 1.783000 1.322000 1.783000 0.000 70 0
2031-01-13 1.232000 1.808000 1.232000 1.808000 0.000 51 0
2031-01-14 1.174000 1.808000 1.174000 1.808000 0.000 45 0
2031-01-15 1.123000 1.793000 1.123000 1.793000 0.000 42 0
2031-01-16 1.122000 1.790000 1.122000 1.790000 0.000 42 0
2031-01-17 1.049000 1.799000 1.049000 1.799000 0.000 38 0
2031-01-18 1.001000 1.803000 1.001000 1.803000 0.000 31 0
2031-01-19 0.978000 1.807000 0.978000 1.807000 0.000 31 0
2031-01-20 0.973000 1.808000 0.973000 1.808000 0.000 31 0
2031-01-21 0.971000 1.808000 0.971000 1.808000 0.000 31 0
2031-01-22 0.962000 1.811000 0.962000 1.811000 0.000 31 0
2031-01-23 0.950000 1.811000 0.950000 1.811000 0.000 31 0
2031-01-24 0.923000 1.812000 0.923000 1.812000 0.000 27 0
2031-01-25 0.891000 1.802000 0.891000 1.802000 0.000 26 0
2031-01-26 0.830000 1.708000 0.830000 1.708000 0.000 23 0
2031-01-27 0.793000 1.633000 0.793000 1.633000 0.000 20 0
2031-01-28 0.674000 1.382000 0.674000 1.382000 0.000 20 0
2031-01-29 0.489000 0.985000 0.489000 0.985000 0.000 19 0
2031-01-30 0.471000 0.970000 0.471000 0.970000 0.000 19 0
2031-01-31 0.426000 0.924000 0.426000 0.924000 0.000 19 0
2031-02-01 0.425000 0.923000 0.425000 0.923000 0.000 19 0
2031-02-02 0.419000 0.923000 0.419000 0.923000 0.000 18 0
2031-02-03 0.419000 0.923000 0.419000 0.923000 0.000 18 0
2031-02-04 0.420000 0.922000 0.420000 0.922000 0.000 18 0
2031-02-05 0.370000 0.891000 0.370000 0.891000 0.000 16 0
2031-02-06 0.367000 0.888000 0.367000 0.888000 0.000 16 0
2031-02-07 0.363000 0.888000 0.363000 0.888000 0.000 16 0
2031-02-08 0.354000 0.880000 0.354000 0.880000 0.000 16 0
2031-02-09 0.349000 0.878000 0.349000 0.878000 0.000 13 0
2031-02-10 0.357000 0.876000 0.357000 0.876000 0.000 13 0
2031-02-11 0.354000 0.875000 0.354000 0.875000 0.000 13 0
2031-02-12 0.343000 0.815000 0.343000 0.815000 0.000 13 0
2031-02-13 0.346000 0.812000 0.346000 0.812000 0.000 12 0
2031-02-14 0.334000 0.781000 0.334000 0.781000 0.000 12 0
2031-02-15 0.350000 0.775000 0.350000 0.775000 0.000 11 0
2031-02-16 0.288000 0.655000 0.288000 0.655000 0.000 10 0
2031-02-17 0.303000 0.658000 0.303000 0.658000 0.000 10 0
2031-02-18 0.297000 0.660000 0.297000 0.660000 0.000 10 0
2031-02-19 0.298000 0.661000 0.298000 0.661000 0.000 10 0
2031-02-20 0.275000 0.663000 0.275000 0.663000 0.000 10 0
2031-02-21 0.269000 0.667000 0.269000 0.667000 0.000 9 0
2031-02-22 0.275000 0.670000 0.275000 0.670000 0.000 9 0
2031-02-23 0.265000 0.637000 0.265000 0.637000 0.000 8 0
2031-02-24 0.254000 0.623000 0.254000 0.623000 0.000 8 0
2031-02-25 0.252000 0.624000 0.252000 0.624000 0.000 8 0
2031-02-26 0.245000 0.632000 0.245000 0.632000 0.000 8 0
2031-02-27 0.262000 0.647000 0.262000 0.647000 0.000 8 0
2031-02-28 0.251000 0.657000 0.251000 0.657000 0.000 8 0
2031-03-01 0.252000 0.659000 0.252000 0.659000 0.000 8 0
2031-03-02 0.251000 0.658000 0.251000 0.658000 0.000 8 0
2031-03-03 0.256000 0.672000 0.256000 0.672000 0.000 8 0
2031-03-04 0.269000 0.693000 0.269000 0.693000 0.000 8 0
2031-03-05 0.283000 0.718000 0.283000 0.718000 0.000 8 0
2031-03-06 0.281000 0.715000 0.281000 0.715000 0.000 8 0
2031-03-07 0.274000 0.712000 0.274000 0.712000 0.000 8 0
2031-03-08 0.266000 0.702000 0.266000 0.702000 0.000 8 0
2031-03-09 0.262000 0.701000 0.262000 0.701000 0.000 8 0
2031-03-10 0.256000 0.702000 0.256000 0.702000 0.000 8 0
2031-03-11 0.247000 0.703000 0.247000 0.703000 0.000 8 0
2031-03-12 0.243000 0.703000 0.243000 0.703000 0.000 8 0
2031-03-13 0.242000 0.703000 0.242000 0.703000 0.000 8 0
2031-03-14 0.236000 0.702000 0.236000 0.702000 0.000 6 0
2031-03-15 0.244000 0.702000 0.244000 0.702000 0.000 5 0
2031-03-16 0.298000 0.722000 0.298000 0.722000 0.000 5 0
2031-03-17 0.454000 0.849000 0.454000 0.849000 0.000 4 0
2031-03-18 0.678000 1.003000 0.678000 1.003000 0.000 3 0
2031-03-19 0.933000 1.214000 0.933000 1.214000 0.000 3 0
2031-03-20 1.143000 1.467000 1.143000 1.467000 0.000 3 0
2031-03-21 1.268000 1.659000 1.268000 1.659000 0.000 3 0
2031-03-22 1.320000 1.837000 1.320000 1.837000 0.000 3 0
2031-03-23 1.331000 1.892000 1.331000 1.892000 0.000 3 0
2031-03-24 1.375000 1.866000 1.375000 1.866000 0.000 3 0
2031-03-25 1.474000 2.014000 1.474000 2.014000 0.000 3 0
2031-03-26 1.658000 2.266000 1.658000 2.266000 0.000 3 0
2031-03-27 1.773000 2.598000 1.773000 2.598000 0.000 3 0
2031-03-28 1.970000 2.988000 1.970000 2.988000 0.000 3 0
2031-03-29 1.908000 3.019000 1.908000 3.019000 0.005 4 0
2031-03-30 1.918000 3.070000 1.918000 3.070000 0.000 3 0
2031-03-31 1.818000 3.195000 1.818000 3.195000 0.000 4 0
2031-04-01 2.125000 3.565000 2.125000 3.565000 0.000 3 0
2031-04-02 2.578000 3.795000 2.578000 3.795000 0.000 3 0
2031-04-03 2.913000 3.996000 2.913000 3.996000 0.000 3 0
2031-04-04 3.255000 4.531000 3.255000 4.531000 0.000 3 0
2031-04-05 3.704000 5.178000 3.704000 5.178000 0.000 3 0
2031-04-06 4.116000 5.699000 4.116000 5.699000 0.000 3 0
2031-04-07 4.456000 6.152000 4.456000 6.152000 0.000 3 0
2031-04-08 4.970000 6.723000 4.970000 6.723000 0.000 3 0
2031-04-09 5.190000 7.185000 5.190000 7.185000 0.000 3 0
2031-04-10 5.002000 6.859000 5.002000 6.859000 0.000 3 0
2031-04-11 4.694000 6.127000 4.694000 6.127000 0.000 3 0
2031-04-12 4.668000 6.194000 4.668000 6.194000 0.000 3 0
2031-04-13 5.012000 6.499000 5.012000 6.499000 0.000 3 0
2031-04-14 5.197000 6.609000 5.197000 6.609000 0.000 3 0
2031-04-15 5.281000 6.514000 5.281000 6.514000 0.000 3 0
2031-04-16 4.933000 6.671000 4.933000 6.671000 0.009 10 0
2031-04-17 5.166000 7.356000 5.166000 7.356000 0.000 3 0
2031-04-18 5.873000 7.906000 5.873000 7.906000 0.007 13 0
2031-04-19 6.670000 8.377000 6.670000 8.377000 0.019 26 0
2031-04-20 6.946000 7.946000 6.946000 7.946000 0.044 19 0
2031-04-21 7.036000 7.176000 7.036000 7.176000 0.077 33 0
2031-04-22 7.460000 7.666000 7.460000 7.666000 0.047 50 0
2031-04-23 7.973000 8.371000 7.973000 8.371000 0.070 51 0
2031-04-24 8.426000 8.916000 8.426000 8.915000 0.099 44 0
2031-04-25 8.485000 8.802000 8.485000 8.802000 0.016 46 0
2031-04-26 7.995000 8.927000 7.995000 8.927000 0.000 3 0
2031-04-27 7.606000 9.178000 7.606000 9.178000 0.000 3 0
2031-04-28 7.963000 9.439000 7.963000 9.439000 0.003 5 0
2031-04-29 8.394000 9.665000 8.394000 9.665000 0.052 10 0
2031-04-30 8.577000 9.599000 8.577000 9.599000 0.095 12 0
2031-05-01 8.738000 9.791000 8.738000 9.791000 0.009 5 0
2031-05-02 8.547000 9.408000 8.547000 9.408000 0.000 4 0
2031-05-03 8.723000 9.935000 8.723000 9.935000 0.000 3 0
2031-05-04 8.649000 10.338000 8.649000 10.338000 0.000 3 0
2031-05-05 9.257000 10.771000 9.257000 10.771000 0.000 3 0
2031-05-06 9.923000 10.635000 9.923000 10.635000 0.000 3 0
2031-05-07 10.580000 10.784000 10.580000 10.784000 0.000 3 0
2031-05-08 11.185000 11.237000 11.185000 11.237000 0.156 6 0
2031-05-09 12.185000 12.361000 12.185000 12.361000 0.062 5 0
2031-05-10 12.696000 13.428000 12.696000 13.428000 0.000 3 0
2031-05-11 14.303000 14.380000 14.303000 14.380000 0.000 3 0
2031-05-12 15.749000 15.220000 15.749000 15.220000 0.000 2 0
2031-05-13 15.419000 13.237000 15.419000 13.237000 0.000 2 0
2031-05-14 16.087999 13.872000 16.087999 13.872000 0.000 2 0
2031-05-15 16.108999 14.522000 16.108999 14.522000 0.000 2 0
2031-05-16 15.766000 14.915000 15.766000 14.915000 0.034 7 0
2031-05-17 14.971000 14.574000 14.971000 14.574000 0.040 14 0
2031-05-18 15.061000 15.036000 15.061000 15.036000 0.035 11 0
2031-05-19 15.403000 15.413000 15.403000 15.413000 0.030 10 0
2031-05-20 16.023001 15.444000 16.023001 15.444000 0.025 10 0
2031-05-21 16.110001 14.387000 16.110001 14.387000 0.025 11 0
2031-05-22 16.091000 13.639000 16.091000 13.639000 0.025 10 0
2031-05-23 15.909000 14.050000 15.909000 14.050000 0.028 12 0
2031-05-24 15.697000 14.019000 15.697000 14.019000 0.016 12 0
2031-05-25 15.902000 14.291000 15.902000 14.291000 0.016 11 0
2031-05-26 15.691000 15.320000 15.691000 15.320000 0.046 17 0
2031-05-27 16.164000 16.214001 16.164000 16.214001 0.029 22 0
2031-05-28 15.141000 14.596000 15.141000 14.596000 0.021 15 0
2031-05-29 14.781000 14.951000 14.781000 14.951000 0.045 32 0
2031-05-30 15.634000 15.519000 15.634000 15.519000 0.040 35 0
2031-05-31 17.006001 16.017000 17.006001 16.017000 0.005 11 0
2031-06-01 17.097000 16.010000 17.097000 16.010000 0.215 13 0
2031-06-02 17.575001 16.358999 17.575001 16.358999 0.308 15 0
2031-06-03 17.719999 15.495000 17.719999 15.495000 0.303 13 0
2031-06-04 17.506001 14.099000 17.506001 14.099000 0.231 13 0
2031-06-05 17.669001 13.519000 17.669001 13.519000 0.002 11 0
2031-06-06 18.486000 12.516000 18.486000 12.516000 0.116 12 0
2031-06-07 18.711000 12.057000 18.711000 12.057000 0.063 13 0
2031-06-08 16.830999 11.750000 16.830999 11.750000 0.063 12 0
2031-06-09 15.661000 12.506000 15.661000 12.506000 0.063 12 0
2031-06-10 16.010000 13.101000 16.010000 13.101000 0.089 14 0
2031-06-11 16.393000 13.079000 16.393000 13.079000 0.177 15 0
2031-06-12 17.086000 13.366000 17.086000 13.366000 0.177 14 0
2031-06-13 17.681000 13.903000 17.681000 13.903000 0.177 13 0
2031-06-14 18.965000 14.983000 18.965000 14.983000 0.177 13 0
2031-06-15 20.216000 15.327000 20.216000 15.327000 0.177 12 0
2031-06-16 20.295000 14.380000 20.295000 14.380000 0.177 12 0
2031-06-17 20.187000 15.516000 20.187000 15.516000 0.107 12 0
2031-06-18 20.554001 15.464000 20.554001 15.464000 0.107 11 0
2031-06-19 20.711000 14.748000 20.711000 14.748000 0.020 12 0
2031-06-20 21.167999 15.374000 21.167999 15.374000 0.000 10 0
2031-06-21 23.129000 16.042999 23.129000 16.042999 0.000 8 0
2031-06-22 23.927000 16.112000 23.927000 16.112000 0.000 8 0
2031-06-23 23.646000 16.066000 23.646000 16.066000 0.000 10 0
2031-06-24 24.082001 15.085000 24.082001 15.085000 0.000 10 0
2031-06-25 23.110001 14.156000 23.110001 14.156000 0.000 9 0
2031-06-26 23.132000 14.223000 23.132000 14.223000 0.000 10 0
2031-06-27 24.834000 14.753000 24.834000 14.753000 0.000 7 0
2031-06-28 24.794001 15.001000 24.794001 15.001000 0.000 8 0
2031-06-29 23.525999 16.292999 23.525999 16.292999 0.000 8 0
2031-06-30 22.632999 17.879000 22.632999 17.879000 0.000 8 0
2031-07-01 23.228001 18.929001 23.228001 18.929001 0.061 10 0
2031-07-02 23.223000 18.433001 23.223000 18.433001 0.061 10 0
2031-07-03 22.105000 17.285000 22.105000 17.285000 0.061 11 0
2031-07-04 20.896999 17.299000 20.896999 17.299000 0.061 10 0
2031-07-05 20.093000 15.829000 20.093000 15.829000 0.061 10 0
2031-07-06 19.656000 15.599000 19.656000 15.599000 0.052 9 0
2031-07-07 18.820000 15.635000 18.820000 15.635000 0.052 8 0
2031-07-08 18.538000 16.587000 18.538000 16.587000 0.052 18 0
2031-07-09 18.655001 17.146999 18.655001 17.146999 0.052 18 0
2031-07-10 17.871000 14.792000 17.871000 14.792000 0.031 16 0
2031-07-11 16.530001 13.477000 16.530001 13.477000 0.031 16 0
2031-07-12 15.581000 12.746000 15.581000 12.746000 0.023 16 0
2031-07-13 16.170000 13.045000 16.170000 13.045000 0.082 13 0
2031-07-14 14.638000 10.392000 14.638000 10.392000 0.023 11 0
2031-07-15 14.107000 9.502000 14.107000 9.502000 0.023 12 0
2031-07-16 14.369000 10.473000 14.369000 10.473000 0.016 12 0
2031-07-17 13.526000 9.992000 13.526000 9.992000 0.016 12 0
2031-07-18 12.613000 8.796000 12.613000 8.796000 0.016 11 0
2031-07-19 11.827000 7.853000 11.827000 7.853000 0.016 11 0
2031-07-20 12.126000 7.361000 12.126000 7.361000 0.016 12 0
2031-07-21 12.461000 8.168000 12.461000 8.168000 0.016 12 0
2031-07-22 11.737000 7.431000 11.737000 7.431000 0.016 11 0
2031-07-23 11.674000 7.243000 11.674000 7.243000 0.013 10 0
2031-07-24 11.539000 6.845000 11.539000 6.845000 0.013 10 0
2031-07-25 11.417000 7.329000 11.417000 7.329000 0.013 10 0
2031-07-26 11.853000 8.224000 11.853000 8.224000 0.013 10 0
2031-07-27 12.322000 9.151000 12.322000 9.151000 0.013 10 0
2031-07-28 13.244000 9.289000 13.244000 9.289000 0.011 10 0
2031-07-29 13.737000 9.550000 13.737000 9.550000 0.008 10 0
2031-07-30 13.349000 9.426000 13.349000 9.426000 0.008 11 0
2031-07-31 12.930000 8.792000 12.930000 8.792000 0.008 10 0
2031-08-01 13.658000 8.931000 13.658000 8.931000 0.006 11 0
2031-08-02 14.798000 9.615000 14.798000 9.615000 0.006 10 0
2031-08-03 15.564000 10.446000 15.564000 10.446000 0.006 10 0
2031-08-04 15.631000 9.707000 15.631000 9.707000 0.006 10 0
2031-08-05 14.553000 9.288000 14.553000 9.288000 0.005 10 0
2031-08-06 14.075000 9.866000 14.075000 9.866000 0.005 10 0
2031-08-07 13.228000 10.129000 13.228000 10.129000 0.003 10 0
2031-08-08 12.950000 10.052000 12.950000 10.052000 0.003 10 0
2031-08-09 13.123000 10.729000 13.123000 10.729000 0.002 10 0
2031-08-10 13.386000 11.282000 13.386000 11.282000 0.001 10 0
2031-08-11 14.640000 11.194000 14.640000 11.194000 0.001 10 0
2031-08-12 16.481001 11.742000 16.481001 11.742000 0.001 10 0
2031-08-13 17.469999 12.287000 17.469999 12.287000 0.001 10 0
2031-08-14 17.959000 12.318000 17.959000 12.318000 0.001 10 0
2031-08-15 17.643999 13.042000 17.643999 13.042000 0.000 9 0
2031-08-16 16.629000 13.178000 16.629000 13.178000 0.000 8 0
2031-08-17 16.023001 13.586000 16.023001 13.586000 0.000 8 0
2031-08-18 15.508000 13.855000 15.508000 13.855000 0.000 8 0
2031-08-19 15.788000 14.604000 15.788000 14.604000 0.000 8 0
2031-08-20 16.129999 15.329000 16.129999 15.329000 0.000 8 0
2031-08-21 16.857000 14.424000 16.857000 14.424000 0.000 8 0
2031-08-22 15.900000 13.332000 15.900000 13.332000 0.000 8 0
2031-08-23 15.458000 13.813000 15.458000 13.813000 0.000 8 0
2031-08-24 15.341000 13.894000 15.341000 13.894000 0.000 8 0
2031-08-25 15.825000 12.899000 15.825000 12.899000 0.000 8 0
2031-08-26 14.567000 12.328000 14.567000 12.328000 0.000 8 0
2031-08-27 14.697000 13.136000 14.697000 13.136000 0.000 8 0
2031-08-28 14.184000 13.352000 14.184000 13.352000 0.000 8 0
2031-08-29 14.337000 13.895000 14.337000 13.895000 0.000 8 0
2031-08-30 14.325000 14.453000 14.325000 14.453000 0.000 8 0
2031-08-31 13.474000 13.903000 13.474000 13.903000 0.000 8 0
2031-09-01 13.175000 14.399000 13.175000 14.399000 0.000 8 0
2031-09-02 12.132000 14.327000 12.132000 14.327000 0.000 8 0
2031-09-03 12.517000 14.790000 12.517000 14.790000 0.000 8 0
2031-09-04 13.850000 15.270000 13.850000 15.270000 0.000 8 0
2031-09-05 14.458000 15.263000 14.458000 15.263000 0.000 8 0
2031-09-06 14.297000 15.317000 14.297000 15.317000 0.000 8 0
2031-09-07 14.352000 15.138000 14.352000 15.138000 0.000 8 0
2031-09-08 14.642000 15.104000 14.642000 15.104000 0.000 8 0
2031-09-09 14.228000 15.460000 14.228000 15.460000 0.000 8 0
2031-09-10 13.588000 15.810000 13.588000 15.810000 0.000 8 0
2031-09-11 13.338000 16.437000 13.338000 16.437000 0.000 8 0
2031-09-12 12.832000 16.070999 12.832000 16.070999 0.000 8 0
2031-09-13 11.434000 13.422000 11.434000 13.422000 0.000 8 0
2031-09-14 9.717000 10.635000 9.717000 10.635000 0.000 8 0
2031-09-15 9.374000 10.263000 9.374000 10.263000 0.000 8 0
2031-09-16 9.720000 10.028000 9.720000 10.028000 0.000 8 0
2031-09-17 10.024000 10.466000 10.024000 10.466000 0.000 8 0
2031-09-18 10.164000 11.064000 10.164000 11.064000 0.000 8 0
2031-09-19 9.770000 11.244000 9.770000 11.244000 0.000 8 0
2031-09-20 9.521000 11.470000 9.521000 11.470000 0.000 8 0
2031-09-21 9.553000 11.074000 9.553000 11.074000 0.000 8 0
2031-09-22 9.725000 11.279000 9.725000 11.279000 0.000 8 0
2031-09-23 9.838000 11.530000 9.838000 11.530000 0.000 8 0
2031-09-24 9.715000 11.490000 9.715000 11.490000 0.000 8 0
2031-09-25 9.634000 11.551000 9.634000 11.551000 0.000 8 0
2031-09-26 8.941000 11.116000 8.941000 11.116000 0.000 8 0
2031-09-27 7.679000 9.478000 7.679000 9.478000 0.000 8 0
2031-09-28 6.686000 9.571000 6.686000 9.571000 0.000 8 0
2031-09-29 6.321000 9.371000 6.321000 9.371000 0.000 8 0
2031-09-30 6.126000 9.469000 6.126000 9.469000 0.000 8 0
2031-10-01 5.088000 7.369000 5.088000 7.369000 0.000 8 0
2031-10-02 4.478000 6.342000 4.478000 6.342000 0.000 8 0
2031-10-03 4.230000 6.173000 4.230000 6.173000 0.000 8 0
2031-10-04 3.510000 5.233000 3.510000 5.233000 0.000 8 0
2031-10-05 3.231000 4.998000 3.231000 4.998000 0.000 8 0
2031-10-06 3.315000 5.163000 3.315000 5.163000 0.000 8 0
2031-10-07 3.470000 5.198000 3.470000 5.198000 0.000 8 0
2031-10-08 3.546000 5.543000 3.546000 5.543000 0.000 8 0
2031-10-09 3.455000 5.867000 3.455000 5.867000 0.000 8 0
2031-10-10 3.645000 6.100000 3.645000 6.100000 0.000 8 0
2031-10-11 3.515000 5.937000 3.515000 5.937000 0.000 8 0
2031-10-12 3.285000 5.876000 3.285000 5.876000 0.000 8 0
2031-10-13 3.379000 6.080000 3.379000 6.080000 0.000 8 0
2031-10-14 3.496000 6.355000 3.496000 6.355000 0.000 8 0
2031-10-15 3.619000 6.554000 3.619000 6.554000 0.000 8 0
2031-10-16 3.763000 6.739000 3.763000 6.739000 0.000 8 0
2031-10-17 3.792000 6.751000 3.792000 6.751000 0.000 8 0
2031-10-18 3.719000 6.999000 3.719000 6.999000 0.000 8 0
2031-10-19 3.043000 6.297000 3.043000 6.297000 0.000 8 0
2031-10-20 2.649000 5.903000 2.649000 5.903000 0.000 8 0
2031-10-21 2.318000 5.192000 2.318000 5.192000 0.000 8 0
2031-10-22 2.057000 4.247000 2.057000 4.247000 0.000 8 0
2031-10-23 1.886000 4.269000 1.886000 4.269000 0.000 8 0
2031-10-24 1.944000 4.435000 1.944000 4.435000 0.000 8 0
2031-10-25 1.909000 4.524000 1.909000 4.524000 0.000 8 0
2031-10-26 1.814000 4.593000 1.814000 4.593000 0.000 8 0
2031-10-27 1.575000 4.347000 1.575000 4.347000 0.000 8 0
2031-10-28 1.442000 4.185000 1.442000 4.185000 0.000 8 0
2031-10-29 1.365000 4.174000 1.365000 4.174000 0.000 8 0
2031-10-30 1.367000 4.164000 1.367000 4.164000 0.000 8 0
2031-10-31 1.381000 4.166000 1.381000 4.166000 0.000 8 0
2031-11-01 1.363000 4.152000 1.363000 4.152000 0.000 8 0
2031-11-02 1.267000 3.817000 1.267000 3.817000 0.000 8 0
2031-11-03 1.179000 3.646000 1.179000 3.646000 0.000 6 0
2031-11-04 1.101000 3.616000 1.101000 3.616000 0.000 3 0
2031-11-05 0.984000 3.583000 0.984000 3.583000 0.000 1 0
2031-11-06 0.980000 3.576000 0.980000 3.576000 0.000 1 0
2031-11-07 0.972000 3.578000 0.972000 3.578000 0.000 1 0
2031-11-08 0.955000 3.570000 0.955000 3.570000 0.000 1 0
2031-11-09 0.915000 3.528000 0.915000 3.528000 0.000 1 0
2031-11-10 0.925000 3.526000 0.925000 3.526000 0.000 1 0
2031-11-11 0.934000 3.522000 0.934000 3.522000 0.000 1 0
2031-11-12 0.907000 3.411000 0.907000 3.411000 0.000 1 0
2031-11-13 0.767000 3.136000 0.767000 3.136000 0.000 1 0
2031-11-14 0.562000 2.429000 0.562000 2.429000 0.000 1 0
2031-11-15 0.577000 2.425000 0.577000 2.425000 0.000 1 0
2031-11-16 0.566000 2.434000 0.566000 2.434000 0.000 1 0
2031-11-17 0.543000 2.447000 0.543000 2.447000 0.000 1 0
2031-11-18 0.539000 2.461000 0.539000 2.461000 0.000 1 0
2031-11-19 0.523000 2.461000 0.523000 2.461000 0.000 1 0
2031-11-20 0.489000 2.466000 0.489000 2.466000 0.000 1 0
2031-11-21 0.451000 2.446000 0.451000 2.446000 0.000 1 0
2031-11-22 0.452000 2.447000 0.452000 2.447000 0.000 1 0
2031-11-23 0.450000 2.447000 0.450000 2.447000 0.000 1 0
2031-11-24 0.448000 2.446000 0.448000 2.446000 0.000 1 0
================================================================================
DC - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 13.434000 3.650000 13.434000 3.650000 0.0 986 0
2031-01-02 11.851000 4.598000 11.851000 4.598000 0.0 952 0
2031-01-03 11.433000 4.688000 11.433000 4.688000 0.0 900 0
2031-01-04 10.972000 4.763000 10.972000 4.763000 0.0 865 0
2031-01-05 10.161000 5.016000 10.161000 5.016000 0.0 856 0
2031-01-06 8.747000 5.547000 8.747000 5.547000 0.0 774 0
2031-01-07 7.741000 5.821000 7.741000 5.821000 0.0 701 0
2031-01-08 7.421000 5.880000 7.421000 5.880000 0.0 611 0
2031-01-09 7.079000 5.877000 7.079000 5.877000 0.0 611 0
2031-01-10 6.527000 5.764000 6.527000 5.764000 0.0 554 0
2031-01-11 6.080000 5.747000 6.080000 5.747000 0.0 546 0
2031-01-12 5.513000 5.599000 5.513000 5.599000 0.0 522 0
2031-01-13 5.126000 5.659000 5.126000 5.659000 0.0 488 0
2031-01-14 4.858000 5.667000 4.858000 5.667000 0.0 483 0
2031-01-15 4.801000 5.592000 4.801000 5.592000 0.0 482 0
2031-01-16 4.739000 5.585000 4.739000 5.585000 0.0 472 0
2031-01-17 4.255000 5.629000 4.255000 5.629000 0.0 418 0
2031-01-18 4.037000 5.614000 4.037000 5.614000 0.0 398 0
2031-01-19 3.984000 5.626000 3.984000 5.626000 0.0 397 0
2031-01-20 3.978000 5.625000 3.978000 5.625000 0.0 397 0
2031-01-21 3.982000 5.623000 3.982000 5.623000 0.0 397 0
2031-01-22 3.919000 5.637000 3.919000 5.637000 0.0 378 0
2031-01-23 3.823000 5.614000 3.823000 5.614000 0.0 378 0
2031-01-24 3.760000 5.597000 3.760000 5.597000 0.0 348 0
2031-01-25 3.683000 5.556000 3.683000 5.556000 0.0 346 0
2031-01-26 3.653000 5.530000 3.653000 5.530000 0.0 342 0
2031-01-27 3.614000 5.504000 3.614000 5.504000 0.0 330 0
2031-01-28 3.499000 5.335000 3.499000 5.335000 0.0 328 0
2031-01-29 2.968000 4.660000 2.968000 4.660000 0.0 316 0
2031-01-30 2.918000 4.641000 2.918000 4.641000 0.0 316 0
2031-01-31 2.773000 4.572000 2.773000 4.572000 0.0 316 0
2031-02-01 2.772000 4.572000 2.772000 4.572000 0.0 316 0
2031-02-02 2.717000 4.563000 2.717000 4.563000 0.0 315 0
2031-02-03 2.717000 4.563000 2.717000 4.563000 0.0 315 0
2031-02-04 2.655000 4.535000 2.655000 4.535000 0.0 315 0
2031-02-05 2.391000 4.508000 2.391000 4.508000 0.0 305 0
2031-02-06 2.391000 4.508000 2.391000 4.508000 0.0 305 0
2031-02-07 2.389000 4.508000 2.389000 4.508000 0.0 305 0
2031-02-08 2.388000 4.509000 2.388000 4.509000 0.0 305 0
2031-02-09 2.362000 4.506000 2.362000 4.506000 0.0 305 0
2031-02-10 2.369000 4.503000 2.369000 4.503000 0.0 305 0
2031-02-11 2.376000 4.500000 2.376000 4.500000 0.0 305 0
2031-02-12 2.371000 4.443000 2.371000 4.443000 0.0 303 0
2031-02-13 2.358000 4.447000 2.358000 4.447000 0.0 295 0
2031-02-14 2.293000 4.371000 2.293000 4.371000 0.0 295 0
2031-02-15 2.289000 4.356000 2.289000 4.356000 0.0 295 0
2031-02-16 2.120000 4.164000 2.120000 4.164000 0.0 295 0
2031-02-17 2.131000 4.160000 2.131000 4.160000 0.0 295 0
2031-02-18 2.130000 4.161000 2.130000 4.161000 0.0 295 0
2031-02-19 2.134000 4.160000 2.134000 4.160000 0.0 295 0
2031-02-20 2.111000 4.152000 2.111000 4.152000 0.0 295 0
2031-02-21 1.981000 4.080000 1.981000 4.080000 0.0 294 0
2031-02-22 2.002000 4.071000 2.002000 4.071000 0.0 291 0
2031-02-23 2.017000 3.979000 2.017000 3.979000 0.0 291 0
2031-02-24 2.024000 3.978000 2.024000 3.978000 0.0 291 0
2031-02-25 2.034000 3.975000 2.034000 3.975000 0.0 291 0
2031-02-26 2.021000 3.986000 2.021000 3.986000 0.0 291 0
2031-02-27 2.054000 3.982000 2.054000 3.982000 0.0 291 0
2031-02-28 2.020000 3.999000 2.020000 3.999000 0.0 291 0
2031-03-01 2.020000 3.999000 2.020000 3.999000 0.0 291 0
2031-03-02 2.017000 3.999000 2.017000 3.999000 0.0 291 0
2031-03-03 2.020000 4.000000 2.020000 4.000000 0.0 291 0
2031-03-04 2.030000 4.000000 2.030000 4.000000 0.0 291 0
2031-03-05 2.039000 4.000000 2.039000 4.000000 0.0 291 0
2031-03-06 2.037000 4.000000 2.037000 4.000000 0.0 291 0
2031-03-07 2.029000 4.001000 2.029000 4.001000 0.0 291 0
2031-03-08 2.021000 3.988000 2.021000 3.988000 0.0 291 0
2031-03-09 2.000000 3.985000 2.000000 3.985000 0.0 291 0
2031-03-10 1.917000 3.888000 1.917000 3.888000 0.0 291 0
2031-03-11 1.883000 3.899000 1.883000 3.899000 0.0 290 0
2031-03-12 1.860000 3.907000 1.860000 3.907000 0.0 290 0
2031-03-13 1.860000 3.907000 1.860000 3.907000 0.0 290 0
2031-03-14 1.837000 3.911000 1.837000 3.911000 0.0 234 0
2031-03-15 1.832000 3.898000 1.832000 3.898000 0.0 233 0
2031-03-16 1.895000 3.880000 1.895000 3.880000 0.0 187 0
2031-03-17 2.127000 3.881000 2.127000 3.881000 0.0 169 0
2031-03-18 2.513000 3.781000 2.513000 3.781000 0.0 161 0
2031-03-19 2.956000 3.835000 2.956000 3.835000 0.0 161 0
2031-03-20 3.212000 3.930000 3.212000 3.930000 0.0 154 0
2031-03-21 3.249000 3.988000 3.249000 3.988000 0.0 159 0
2031-03-22 3.352000 4.179000 3.352000 4.179000 0.0 154 0
2031-03-23 3.218000 4.139000 3.218000 4.139000 0.0 152 0
2031-03-24 3.244000 4.131000 3.244000 4.131000 0.0 150 0
2031-03-25 3.388000 4.295000 3.388000 4.295000 0.0 148 0
2031-03-26 3.543000 4.558000 3.543000 4.558000 0.0 149 0
2031-03-27 3.704000 4.953000 3.704000 4.953000 0.0 141 0
2031-03-28 3.937000 5.409000 3.937000 5.409000 0.0 137 0
2031-03-29 3.998000 5.675000 3.998000 5.675000 0.0 130 0
2031-03-30 3.937000 5.880000 3.937000 5.880000 0.0 130 0
2031-03-31 3.786000 5.934000 3.786000 5.934000 0.0 127 0
2031-04-01 4.827000 6.378000 4.827000 6.378000 0.0 115 0
2031-04-02 6.051000 6.613000 6.051000 6.613000 0.0 106 0
2031-04-03 7.103000 6.882000 7.103000 6.882000 0.0 112 0
2031-04-04 7.963000 7.588000 7.963000 7.588000 0.0 99 0
2031-04-05 8.954000 8.510000 8.954000 8.510000 0.0 104 0
2031-04-06 10.125000 9.242000 10.125000 9.242000 0.0 82 0
2031-04-07 11.137000 9.985000 11.137000 9.985000 0.0 67 0
2031-04-08 12.375000 10.805000 12.375000 10.805000 0.0 59 0
2031-04-09 13.211000 11.617000 13.211000 11.617000 0.0 53 0
2031-04-10 13.747000 11.703000 13.747000 11.703000 0.0 55 0
2031-04-11 14.093000 11.560000 14.093000 11.560000 0.0 48 0
2031-04-12 14.507000 12.259000 14.507000 12.259000 0.0 60 0
2031-04-13 15.598000 12.759000 15.598000 12.759000 0.0 46 0
2031-04-14 16.563000 13.125000 16.563000 13.125000 0.0 53 0
2031-04-15 17.395000 13.270000 17.395000 13.270000 0.0 39 0
2031-04-16 15.904000 14.467000 15.904000 14.467000 0.0 46 0
2031-04-17 16.107000 16.122000 16.107000 16.122000 0.0 35 0
2031-04-18 17.791000 16.806999 17.791000 16.806999 0.0 42 0
2031-04-19 19.737000 17.209000 19.737000 17.209000 0.0 39 0
2031-04-20 20.913000 16.711000 20.913000 16.711000 0.0 44 0
2031-04-21 21.861000 15.963000 21.861000 15.963000 0.0 28 0
2031-04-22 22.933001 16.580999 22.933001 16.580999 0.0 35 0
2031-04-23 24.438999 17.658001 24.438999 17.658001 0.0 31 0
2031-04-24 25.875999 18.764000 25.875999 18.764000 0.0 35 0
2031-04-25 26.613001 19.395000 26.613001 19.395000 0.0 31 0
2031-04-26 25.893999 20.002001 25.893999 20.002001 0.0 29 0
2031-04-27 24.673000 21.347000 24.673000 21.347000 0.0 30 0
2031-04-28 26.011999 21.756001 26.011999 21.756001 0.0 38 0
2031-04-29 27.181999 22.177999 27.181999 22.177999 0.0 32 0
2031-04-30 28.368000 22.743000 28.368000 22.743000 0.0 36 0
2031-05-01 31.100000 23.181000 31.100000 23.181000 0.0 37 0
2031-05-02 32.446999 22.487000 32.446999 22.487000 0.0 31 0
2031-05-03 34.363998 23.386999 34.363998 23.386999 0.0 28 0
2031-05-04 35.537998 24.459000 35.537998 24.459000 0.0 33 0
2031-05-05 38.609001 24.948999 38.609001 24.948999 0.0 24 0
2031-05-06 41.779999 25.371000 41.779999 25.371000 0.0 31 0
2031-05-07 44.625999 25.247999 44.625999 25.247999 0.0 32 0
2031-05-08 46.681999 26.200001 46.681999 26.200001 0.0 26 0
2031-05-09 48.980999 28.056999 48.980999 28.056999 0.0 20 0
2031-05-10 50.877998 29.566999 50.877998 29.566999 0.0 22 0
2031-05-11 54.379002 30.799999 54.379002 30.799999 0.0 15 0
2031-05-12 58.317001 31.579000 58.317001 31.579000 0.0 18 0
2031-05-13 60.570000 30.239000 60.570000 30.239000 0.0 19 0
2031-05-14 63.037998 31.479000 63.037998 31.479000 0.0 15 0
2031-05-15 63.808998 33.428001 63.808998 33.428001 0.0 23 0
2031-05-16 65.432999 34.609001 65.432999 34.609001 0.0 21 0
2031-05-17 65.816002 35.063999 65.816002 35.063999 0.0 10 0
2031-05-18 67.221001 36.796001 67.221001 36.796001 0.0 13 0
2031-05-19 68.946999 38.005001 68.946999 38.005001 0.0 11 0
2031-05-20 72.196999 38.417999 72.196999 38.417999 0.0 17 0
2031-05-21 74.830002 38.639999 74.830002 38.639999 0.0 16 0
2031-05-22 77.728996 38.466000 77.728996 38.466000 0.0 15 0
2031-05-23 79.205002 40.528000 79.205002 40.528000 0.0 11 0
2031-05-24 81.070000 42.339001 81.070000 42.339001 0.0 11 0
2031-05-25 84.061996 42.574001 84.061996 42.574001 0.0 14 0
2031-05-26 84.841003 45.636002 84.841003 45.636002 0.0 11 0
2031-05-27 86.037003 48.637001 86.037003 48.637001 0.0 16 0
2031-05-28 86.424004 49.394001 86.424004 49.394001 0.0 15 0
2031-05-29 87.497002 50.563999 87.497002 50.563999 0.0 13 0
2031-05-30 90.070999 51.320999 90.070999 51.320999 0.0 7 0
2031-05-31 92.959999 52.664001 92.959999 52.664001 0.0 8 0
2031-06-01 94.400002 53.263000 94.400002 53.263000 0.0 7 0
2031-06-02 96.726997 55.967999 96.726997 55.967999 0.0 12 0
2031-06-03 100.396004 57.341999 100.396004 57.341999 0.0 8 0
2031-06-04 103.772003 57.037998 103.772003 57.037998 0.0 13 0
2031-06-05 106.772003 57.367001 106.772003 57.367001 0.0 7 0
2031-06-06 111.921997 55.970001 111.921997 55.970001 0.0 9 0
2031-06-07 116.241997 55.472000 116.241997 55.472000 0.0 7 0
2031-06-08 116.253998 57.013000 116.253998 57.013000 0.0 15 0
2031-06-09 115.348000 60.372002 115.348000 60.372002 0.0 11 0
2031-06-10 117.150002 62.145000 117.150002 62.145000 0.0 12 0
2031-06-11 119.584999 62.424999 119.584999 62.424999 0.0 16 0
2031-06-12 123.071999 62.382999 123.071999 62.382999 0.0 7 0
2031-06-13 125.313004 61.742001 125.313004 61.742001 0.0 13 0
2031-06-14 129.296997 61.811001 129.296997 61.811001 0.0 14 0
2031-06-15 133.953995 61.766998 133.953995 61.766998 0.0 12 0
2031-06-16 137.375000 61.521999 137.375000 61.521999 0.0 4 0
2031-06-17 138.938004 63.467999 138.938004 63.467999 0.0 5 0
2031-06-18 142.345001 63.841999 142.345001 63.841999 0.0 5 0
2031-06-19 146.427002 64.139999 146.427002 64.139999 0.0 4 0
2031-06-20 150.084000 66.750999 150.084000 66.750999 0.0 7 0
2031-06-21 156.287994 67.380997 156.287994 67.380997 0.0 7 0
2031-06-22 159.934998 67.244003 159.934998 67.244003 0.0 10 0
2031-06-23 161.371002 66.933998 161.371002 66.933998 0.0 3 0
2031-06-24 165.988998 66.278000 165.988998 66.278000 0.0 10 0
2031-06-25 166.735992 68.096001 166.735992 68.096001 0.0 5 0
2031-06-26 169.578995 70.119003 169.578995 70.119003 0.0 7 0
2031-06-27 174.177002 70.977997 174.177002 70.977997 0.0 5 0
2031-06-28 175.212997 72.546997 175.212997 72.546997 0.0 4 0
2031-06-29 172.897995 75.639000 172.897995 75.639000 0.0 5 0
2031-06-30 171.828003 77.772003 171.828003 77.772003 0.0 7 0
2031-07-01 175.531998 79.495003 175.531998 79.495003 0.0 4 0
2031-07-02 179.223007 80.133003 179.223007 80.133003 0.0 4 0
2031-07-03 180.044998 80.678001 180.044998 80.678001 0.0 8 0
2031-07-04 178.688004 84.383003 178.688004 84.383003 0.0 3 0
2031-07-05 181.529007 84.617996 181.529007 84.617996 0.0 5 0
2031-07-06 182.582993 87.139000 182.582993 87.139000 0.0 6 0
2031-07-07 181.104996 87.906998 181.104996 87.906998 0.0 3 0
2031-07-08 180.091003 89.370003 180.091003 89.370003 0.0 5 0
2031-07-09 180.712997 90.428001 180.712997 90.428001 0.0 7 0
2031-07-10 182.334000 88.146004 182.334000 88.146004 0.0 2 0
2031-07-11 181.848999 87.817001 181.848999 87.817001 0.0 4 0
2031-07-12 181.130997 88.027000 181.130997 88.027000 0.0 5 0
2031-07-13 183.095001 87.315002 183.095001 87.315002 0.0 2 0
2031-07-14 181.363007 87.176003 181.363007 87.176003 0.0 3 0
2031-07-15 180.416000 91.902000 180.416000 91.902000 0.0 7 0
2031-07-16 177.544998 95.589996 177.544998 95.589996 0.0 8 0
2031-07-17 176.123993 96.608002 176.123993 96.608002 0.0 4 0
2031-07-18 175.315002 96.508003 175.315002 96.508003 0.0 8 0
2031-07-19 174.873993 96.980003 174.873993 96.980003 0.0 4 0
2031-07-20 176.908005 94.481003 176.908005 94.481003 0.0 3 0
2031-07-21 179.029007 94.343002 179.029007 94.343002 0.0 1 0
2031-07-22 178.382004 94.206001 178.382004 94.206001 0.0 2 0
2031-07-23 179.487000 92.564003 179.487000 92.564003 0.0 3 0
2031-07-24 177.973999 90.224998 177.973999 90.224998 0.0 5 0
2031-07-25 174.630997 89.362000 174.630997 89.362000 0.0 4 0
2031-07-27 176.824997 91.150002 176.824997 91.150002 0.0 2 0
2031-07-28 180.587997 90.643997 180.587997 90.643997 0.0 6 0
2031-07-29 184.158005 89.693001 184.158005 89.693001 0.0 3 0
2031-07-30 182.526993 91.156998 182.526993 91.156998 0.0 4 0
2031-08-01 184.488007 94.348000 184.488007 94.348000 0.0 5 0
2031-08-02 187.376007 95.750999 187.376007 95.750999 0.0 1 0
2031-08-03 187.417999 99.364998 187.417999 99.364998 0.0 5 0
2031-08-04 189.449997 99.789001 189.449997 99.789001 0.0 1 0
2031-08-05 186.304993 101.177002 186.304993 101.177002 0.0 2 0
2031-08-07 185.755005 106.654999 185.755005 106.654999 0.0 3 0
2031-08-08 186.192993 106.056000 186.192993 106.056000 0.0 1 0
2031-08-09 186.815994 107.858002 186.815994 107.858002 0.0 4 0
2031-08-10 187.860992 108.117996 187.860992 108.117996 0.0 1 0
2031-08-12 197.255005 104.744003 197.255005 104.744003 0.0 2 0
2031-08-13 199.567993 104.481003 199.567993 104.481003 0.0 1 0
2031-08-14 203.106003 105.218002 203.106003 105.218002 0.0 1 0
2031-08-15 205.085999 104.098999 205.085999 104.098999 0.0 2 0
2031-08-16 205.251007 104.787003 205.251007 104.787003 0.0 1 0
2031-08-17 206.378006 107.504997 206.378006 107.504997 0.0 5 0
2031-08-18 203.531998 113.605003 203.531998 113.605003 0.0 3 0
2031-08-19 201.348007 116.038002 201.348007 116.038002 0.0 1 0
2031-08-20 203.503006 117.530998 203.503006 117.530998 0.0 4 0
2031-08-21 207.522003 116.758003 207.522003 116.758003 0.0 1 0
2031-08-22 206.195007 114.463997 206.195007 114.463997 0.0 1 0
2031-08-23 207.016006 114.075996 207.016006 114.075996 0.0 3 0
2031-08-24 208.783997 111.917000 208.783997 111.917000 0.0 2 0
2031-08-25 212.684006 111.307999 212.684006 111.307999 0.0 3 0
2031-08-26 210.095993 106.101997 210.095993 106.101997 0.0 2 0
2031-08-27 211.863998 105.453003 211.863998 105.453003 0.0 2 0
2031-08-28 213.595001 106.654999 213.595001 106.654999 0.0 1 0
2031-08-29 215.688004 107.452003 215.688004 107.452003 0.0 2 0
2031-08-30 217.356995 107.735001 217.356995 107.735001 0.0 1 0
2031-08-31 218.136002 106.983002 218.136002 106.983002 0.0 4 0
2031-09-02 211.945007 105.530998 211.945007 105.530998 0.0 2 0
2031-09-03 213.410995 106.073997 213.410995 106.073997 0.0 1 0
2031-09-04 216.246002 106.140999 216.246002 106.140999 0.0 1 0
2031-09-05 216.156006 106.950996 216.156006 106.950996 0.0 2 0
2031-09-07 209.054993 110.473000 209.054993 110.473000 0.0 3 0
2031-09-08 210.229996 109.157997 210.229996 109.157997 0.0 2 0
2031-09-09 207.901001 109.002998 207.901001 109.002998 0.0 2 0
2031-09-10 206.781998 110.860001 206.781998 110.860001 0.0 3 0
2031-09-11 204.798996 113.148003 204.798996 113.148003 0.0 1 0
2031-09-12 202.477005 117.821999 202.477005 117.821999 0.0 1 0
2031-09-13 202.003998 116.660004 202.003998 116.660004 0.0 1 0
2031-09-14 199.003006 115.865997 199.003006 115.865997 0.0 2 0
2031-09-15 194.794998 114.737000 194.794998 114.737000 0.0 2 0
2031-09-16 195.578995 115.119003 195.578995 115.119003 0.0 1 0
2031-09-17 196.819000 116.400002 196.819000 116.400002 0.0 1 0
2031-09-18 197.442001 118.138000 197.442001 118.138000 0.0 2 0
2031-09-20 194.544998 113.615997 194.544998 113.615997 0.0 1 0
2031-09-21 193.735001 112.987000 193.735001 112.987000 0.0 1 0
2031-09-22 194.567993 114.726997 194.567993 114.726997 0.0 1 0
2031-09-23 195.188004 116.463997 195.188004 116.463997 0.0 2 0
2031-09-26 189.914993 115.855003 189.914993 115.855003 0.0 1 0
2031-09-27 185.130005 114.476997 185.130005 114.476997 0.0 2 0
2031-09-28 175.951996 118.288002 175.951996 118.288002 0.0 2 0
2031-09-30 171.192001 116.064003 171.192001 116.064003 0.0 1 0
2031-10-02 164.345001 116.880997 164.345001 116.880997 0.0 2 0
2031-10-03 161.876999 118.110001 161.876999 118.110001 0.0 3 0
2031-10-04 157.408005 115.302002 157.408005 115.302002 0.0 1 0
2031-10-05 156.001007 116.045998 156.001007 116.045998 0.0 4 0
2031-10-06 155.235001 117.195000 155.235001 117.195000 0.0 1 0
2031-10-09 154.572998 119.855003 154.572998 119.855003 0.0 1 0
2031-10-10 155.690994 120.267998 155.690994 120.267998 0.0 1 0
2031-10-11 155.462006 120.834000 155.462006 120.834000 0.0 1 0
2031-10-14 151.263000 121.515999 151.263000 121.515999 0.0 1 0
2031-10-15 150.037994 123.417999 150.037994 123.417999 0.0 1 0
2031-10-16 150.097000 124.570999 150.097000 124.570999 0.0 1 0
2031-10-17 150.787994 124.467003 150.787994 124.467003 0.0 2 0
2031-10-21 143.626007 123.611000 143.626007 123.611000 0.0 2 0
2031-10-22 143.085007 121.410004 143.085007 121.410004 0.0 1 0
2031-10-23 141.490997 120.948997 141.490997 120.948997 0.0 2 0
2031-10-25 139.524994 122.339996 139.524994 122.339996 0.0 3 0
2031-10-26 137.408005 122.945000 137.408005 122.945000 0.0 2 0
2031-10-27 131.774002 121.613998 131.774002 121.613998 0.0 3 0
2031-10-28 126.810997 120.660004 126.810997 120.660004 0.0 1 0
2031-10-29 123.765999 122.309998 123.765999 122.309998 0.0 2 0
2031-10-30 121.612999 123.815002 121.612999 123.815002 0.0 1 0
2031-10-31 121.251999 124.236000 121.251999 124.236000 0.0 2 0
2031-11-01 120.686996 124.572998 120.686996 124.572998 0.0 1 0
2031-11-02 120.139999 124.725998 120.139999 124.725998 0.0 1 0
2031-11-03 119.304001 124.297997 119.304001 124.297997 0.0 1 0
2031-11-04 118.599998 124.007004 118.599998 124.007004 0.0 2 0
2031-11-05 116.929001 122.916000 116.929001 122.916000 0.0 1 0
2031-11-06 116.157997 122.884003 116.157997 122.884003 0.0 1 0
2031-11-07 116.107002 122.850998 116.107002 122.850998 0.0 1 0
2031-11-08 116.072998 122.862999 116.072998 122.862999 0.0 1 0
2031-11-09 115.454002 122.686996 115.454002 122.686996 0.0 1 0
2031-11-10 115.172997 122.853996 115.172997 122.853996 0.0 1 0
2031-11-11 114.925003 123.027000 114.925003 123.027000 0.0 1 0
2031-11-12 113.336998 123.858002 113.336998 123.858002 0.0 1 0
2031-11-13 112.447998 123.643997 112.447998 123.643997 0.0 1 0
2031-11-14 110.888000 123.113998 110.888000 123.113998 0.0 1 0
2031-11-15 110.856003 123.078003 110.856003 123.078003 0.0 1 0
2031-11-16 110.726997 123.181000 110.726997 123.181000 0.0 1 0
2031-11-17 110.362999 122.916000 110.362999 122.916000 0.0 1 0
2031-11-18 110.293999 122.890999 110.293999 122.890999 0.0 1 0
2031-11-19 110.068001 122.705002 110.068001 122.705002 0.0 1 0
2031-11-20 109.693001 122.722000 109.693001 122.722000 0.0 1 0
2031-11-21 109.445999 122.750000 109.445999 122.750000 0.0 1 0
2031-11-22 109.449997 122.737999 109.449997 122.737999 0.0 1 0
2031-11-23 109.439003 122.747002 109.439003 122.747002 0.0 1 0
2031-11-24 109.203003 122.459000 109.203003 122.459000 0.0 1 0
2031-11-25 109.045998 122.278999 109.045998 122.278999 0.0 1 0
2031-11-26 109.000999 122.202003 109.000999 122.202003 0.0 1 0
2031-11-27 108.956001 122.219002 108.956001 122.219002 0.0 1 0
2031-11-28 107.573997 122.116997 107.573997 122.116997 0.0 1 0
2031-11-29 105.054001 121.776001 105.054001 121.776001 0.0 1 0
2031-11-30 103.911003 121.931999 103.911003 121.931999 0.0 1 0
2031-12-01 103.248001 121.583000 103.248001 121.583000 0.0 1 0
2031-12-02 102.992996 121.316002 102.992996 121.316002 0.0 1 0
2031-12-03 102.501999 121.474998 102.501999 121.474998 0.0 1 0
2031-12-04 102.000999 120.637001 102.000999 120.637001 0.0 1 0
2031-12-05 101.250999 120.008003 101.250999 120.008003 0.0 1 0
2031-12-06 101.125999 119.966003 101.125999 119.966003 0.0 1 0
2031-12-07 101.037003 120.015999 101.037003 120.015999 0.0 1 0
2031-12-08 100.351997 119.335999 100.351997 119.335999 0.0 1 0
2031-12-09 98.222000 117.788002 98.222000 117.788002 0.0 1 0
2031-12-10 97.975998 117.773003 97.975998 117.773003 0.0 1 0
2031-12-11 97.347000 117.036003 97.347000 117.036003 0.0 1 0
2031-12-12 97.000999 116.984001 97.000999 116.984001 0.0 1 0
2031-12-13 96.739998 116.836998 96.739998 116.836998 0.0 1 0
2031-12-14 96.343002 116.418999 96.343002 116.418999 0.0 2 0
2031-12-15 96.032997 116.282997 96.032997 116.282997 0.0 2 0
2031-12-16 95.504997 116.055000 95.504997 116.055000 0.0 2 0
2031-12-17 93.884003 114.934998 93.884003 114.934998 0.0 2 0
2031-12-18 93.199997 114.612999 93.199997 114.612999 0.0 2 0
2031-12-19 91.255997 112.511002 91.255997 112.511002 0.0 3 0
2031-12-20 90.930000 112.313004 90.930000 112.313004 0.0 3 0
2031-12-21 90.583000 111.974998 90.583000 111.974998 0.0 3 0
2031-12-22 89.644997 110.990997 89.644997 110.990997 0.0 3 0
2031-12-23 88.183998 109.822998 88.183998 109.822998 0.0 3 0
2031-12-24 85.428001 107.334000 85.428001 107.334000 0.0 2 0
2031-12-25 83.401001 105.652000 83.401001 105.652000 0.0 3 0
2031-12-26 82.364998 105.331001 82.364998 105.331001 0.0 3 0
2031-12-27 80.759003 104.242996 80.759003 104.242996 0.0 3 0
2031-12-28 80.436996 104.163002 80.436996 104.163002 0.0 3 0
2031-12-29 80.246002 103.964996 80.246002 103.964996 0.0 3 0
2031-12-30 79.799004 103.426003 79.799004 103.426003 0.0 3 0
2031-12-31 79.148003 103.362000 79.148003 103.362000 0.0 3 0
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ISI - Timesteps with Differences
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Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 2.053 1.738 2.053 1.738 0.000 4976 0
2031-01-02 1.123 1.227 1.123 1.227 0.000 6808 0
2031-01-03 0.832 0.961 0.832 0.961 0.000 7792 0
2031-01-04 0.636 0.681 0.636 0.681 0.000 8497 0
2031-01-05 0.499 0.505 0.499 0.505 0.000 9033 0
2031-01-06 0.437 0.455 0.437 0.455 0.000 9316 0
2031-01-07 0.462 0.449 0.462 0.449 0.000 9241 0
2031-01-08 0.551 0.520 0.551 0.520 0.000 9105 0
2031-01-09 0.707 0.649 0.707 0.649 0.000 8851 0
2031-01-10 0.639 0.659 0.639 0.659 0.000 8835 0
2031-01-11 0.556 0.603 0.556 0.603 0.000 9071 0
2031-01-12 0.520 0.531 0.520 0.531 0.000 9071 0
2031-01-13 0.395 0.434 0.395 0.434 0.000 9189 0
2031-01-14 0.421 0.416 0.421 0.416 0.000 9060 0
2031-01-15 0.483 0.443 0.483 0.443 0.000 9039 0
2031-01-16 0.449 0.442 0.449 0.442 0.000 8946 0
2031-01-17 0.357 0.420 0.357 0.420 0.000 9350 0
2031-01-18 0.387 0.472 0.387 0.472 0.000 9481 0
2031-01-19 0.425 0.456 0.425 0.456 0.000 9411 0
2031-01-20 0.579 0.517 0.579 0.517 0.000 9133 0
2031-01-21 0.615 0.663 0.615 0.663 0.000 9177 0
2031-01-22 0.645 0.732 0.645 0.732 0.000 9190 0
2031-01-23 0.647 0.706 0.647 0.706 0.000 9128 0
2031-01-24 0.670 0.716 0.670 0.716 0.000 9024 0
2031-01-25 0.646 0.696 0.646 0.696 0.000 9087 0
2031-01-26 0.639 0.687 0.639 0.687 0.000 9020 0
2031-01-27 0.604 0.491 0.604 0.491 0.000 8975 0
2031-01-28 0.618 0.542 0.618 0.542 0.000 8817 0
2031-01-29 0.575 0.628 0.575 0.628 0.000 8943 0
2031-01-30 0.767 0.698 0.767 0.698 0.000 8618 0
2031-01-31 0.886 0.758 0.886 0.758 0.000 8513 0
2031-02-01 0.937 0.632 0.937 0.632 0.000 8202 0
2031-02-02 0.882 0.632 0.882 0.632 0.000 8022 0
2031-02-03 0.847 0.502 0.847 0.502 0.000 7748 0
2031-02-04 0.858 0.558 0.858 0.558 0.000 7805 0
2031-02-05 0.885 0.729 0.885 0.729 0.000 8100 0
2031-02-06 1.021 0.838 1.021 0.838 0.000 7934 0
2031-02-07 1.027 0.793 1.027 0.793 0.000 7672 0
2031-02-08 0.977 0.602 0.977 0.602 0.000 7412 0
2031-02-09 0.947 0.613 0.947 0.613 0.000 7362 0
2031-02-10 0.905 0.552 0.905 0.552 0.000 7325 0
2031-02-11 0.931 0.584 0.931 0.584 0.000 7363 0
2031-02-12 1.017 0.785 1.017 0.785 0.000 7673 0
2031-02-13 1.131 1.015 1.131 1.015 0.000 7658 0
2031-02-14 1.051 0.651 1.051 0.651 0.000 7622 0
2031-02-15 1.103 0.634 1.103 0.634 0.000 7399 0
2031-02-16 1.096 0.784 1.096 0.784 0.000 7688 0
2031-02-17 1.191 0.685 1.191 0.685 0.000 7562 0
2031-02-18 1.431 0.783 1.431 0.783 0.000 7211 0
2031-02-19 1.537 0.754 1.537 0.754 0.000 6932 0
2031-02-20 1.356 0.720 1.356 0.720 0.000 7089 0
2031-02-21 1.217 1.082 1.217 1.082 0.000 7396 0
2031-02-22 1.020 0.754 1.020 0.754 0.048 7760 0
2031-02-23 0.935 0.653 0.935 0.653 0.101 7687 0
2031-02-24 0.883 0.689 0.883 0.689 0.013 8008 0
2031-02-25 0.739 0.638 0.739 0.638 0.026 8370 0
2031-02-26 0.765 0.666 0.765 0.666 0.060 8410 0
2031-02-27 0.800 0.571 0.801 0.570 0.097 8271 11
2031-02-28 0.823 0.588 0.825 0.586 0.208 8017 128
2031-03-01 1.001 0.748 1.003 0.745 0.244 7818 128
2031-03-02 1.270 0.834 1.267 0.830 0.160 7615 128
2031-03-03 1.507 0.881 1.503 0.877 0.261 7255 128
2031-03-04 1.723 0.787 1.718 0.787 0.184 7086 128
2031-03-05 1.601 0.716 1.595 0.715 0.168 6814 128
2031-03-06 1.630 0.715 1.624 0.714 0.142 6599 128
2031-03-07 1.651 0.828 1.642 0.828 0.122 6502 128
2031-03-08 1.622 0.882 1.615 0.881 0.153 6463 128
2031-03-09 1.501 1.165 1.496 1.161 0.098 6650 128
2031-03-10 1.435 1.174 1.433 1.169 0.110 7183 128
2031-03-11 1.140 1.114 1.139 1.108 0.088 7552 128
2031-03-12 0.948 0.869 0.951 0.866 0.086 7888 128
2031-03-13 1.062 0.960 1.069 0.957 0.034 7819 128
2031-03-14 1.110 1.065 1.112 1.061 0.030 8011 128
2031-03-15 0.998 0.914 0.999 0.909 0.021 7935 128
2031-03-16 1.000 1.018 1.003 1.014 0.018 8155 128
2031-03-17 1.046 1.160 1.045 1.157 0.017 8480 128
2031-03-18 1.003 0.956 0.996 0.953 0.009 8428 128
2031-03-19 1.093 0.982 1.083 0.983 0.004 8236 128
2031-03-20 1.183 1.146 1.174 1.145 0.022 8365 128
2031-03-21 1.117 1.168 1.112 1.164 0.002 8612 128
2031-03-22 1.150 1.075 1.145 1.071 0.001 8234 128
2031-03-23 1.113 1.024 1.102 1.024 0.002 8269 128
2031-03-24 1.372 1.214 1.359 1.214 0.007 7921 128
2031-03-25 1.308 1.058 1.296 1.059 0.000 7838 128
2031-03-26 1.486 1.178 1.473 1.180 0.002 7704 128
2031-03-27 1.310 1.152 1.301 1.151 0.017 7838 128
2031-03-28 1.376 1.506 1.366 1.502 0.017 8251 128
2031-03-29 1.022 1.101 1.018 1.098 0.035 8514 128
2031-03-30 0.968 0.987 0.968 0.986 0.061 8484 128
2031-03-31 1.147 1.303 1.140 1.299 0.227 8478 128
2031-04-01 1.410 1.362 1.403 1.357 0.464 8266 128
2031-04-02 1.637 1.233 1.629 1.229 0.560 7880 128
2031-04-03 2.003 1.532 1.996 1.525 0.934 7423 128
2031-04-04 2.324 1.778 2.316 1.770 0.378 7458 128
2031-04-05 2.366 2.200 2.362 2.191 0.386 7418 128
2031-04-06 1.948 1.639 1.944 1.631 0.217 7553 128
2031-04-07 1.950 1.644 1.950 1.636 0.210 7430 128
2031-04-08 2.288 1.782 2.280 1.776 0.209 7213 128
2031-04-09 2.189 1.852 2.181 1.844 0.198 7165 128
2031-04-10 1.820 1.469 1.807 1.469 0.325 7267 128
2031-04-11 1.407 1.153 1.398 1.152 0.079 7528 128
2031-04-12 1.390 1.211 1.385 1.208 0.078 7938 128
2031-04-13 1.807 1.181 1.798 1.180 0.073 7615 128
2031-04-14 2.076 1.279 2.072 1.275 0.083 7486 128
2031-04-15 2.397 1.787 2.392 1.786 0.064 7487 128
2031-04-16 1.503 1.411 1.498 1.405 0.187 7973 128
2031-04-17 1.758 1.854 1.763 1.847 0.000 8462 128
2031-04-18 1.915 2.205 1.907 2.195 0.001 8265 128
2031-04-19 1.961 2.161 1.953 2.152 0.001 7994 128
2031-04-20 1.690 1.442 1.688 1.437 0.000 7805 128
2031-04-21 1.850 1.523 1.849 1.516 0.000 7957 128
2031-04-22 2.064 1.764 2.073 1.763 0.002 7884 128
2031-04-23 2.030 2.021 2.040 2.014 0.006 7709 128
2031-04-24 1.956 2.000 1.975 2.002 0.015 7835 128
2031-04-25 1.853 1.761 1.862 1.762 0.000 7949 128
2031-04-26 1.569 1.656 1.563 1.652 0.000 8238 128
2031-04-27 1.503 1.820 1.495 1.814 0.007 8477 128
2031-04-28 1.804 2.053 1.797 2.046 0.019 8282 128
2031-04-29 1.756 1.934 1.748 1.926 0.029 8177 128
2031-04-30 1.616 1.702 1.612 1.694 0.083 8245 128
2031-05-01 1.307 1.079 1.307 1.074 0.215 8009 128
2031-05-02 1.522 1.417 1.524 1.410 0.180 8069 128
2031-05-03 1.795 1.748 1.793 1.740 0.139 8048 128
2031-05-04 1.606 1.623 1.601 1.617 0.115 8192 128
2031-05-05 2.120 2.135 2.115 2.126 0.116 8065 128
2031-05-06 2.323 1.928 2.314 1.922 0.135 7751 128
2031-05-07 2.587 1.830 2.583 1.825 0.082 7597 128
2031-05-08 2.917 2.233 2.906 2.227 0.065 7720 128
2031-05-09 2.876 2.579 2.867 2.570 0.028 7744 128
2031-05-10 2.737 2.737 2.735 2.727 0.005 8030 128
2031-05-11 3.592 2.967 3.589 2.959 0.004 7515 128
2031-05-12 3.531 2.638 3.519 2.636 0.008 7555 128
2031-05-13 2.788 2.239 2.790 2.240 0.010 7408 128
2031-05-14 2.567 2.037 2.560 2.031 0.025 7324 128
2031-05-15 2.404 2.047 2.400 2.042 0.032 7619 128
2031-05-16 2.291 2.168 2.282 2.162 0.007 7961 128
2031-05-17 1.847 1.839 1.833 1.837 0.018 8010 128
2031-05-18 1.800 2.073 1.789 2.067 0.009 8141 128
2031-05-19 1.909 1.914 1.894 1.911 0.003 8042 128
2031-05-20 2.209 1.945 2.195 1.940 0.002 8015 128
2031-05-21 2.196 1.989 2.185 1.983 0.006 8002 128
2031-05-22 2.520 2.695 2.515 2.685 0.003 7816 128
2031-05-23 2.310 2.485 2.305 2.476 0.003 8072 128
2031-05-24 2.179 2.444 2.164 2.436 0.004 8082 128
2031-05-25 1.773 1.723 1.766 1.716 0.007 7936 128
2031-05-26 1.774 1.975 1.761 1.969 0.004 8355 128
2031-05-27 1.875 1.906 1.857 1.905 0.009 8391 128
2031-05-28 1.739 1.864 1.722 1.863 0.007 8511 128
2031-05-29 1.952 2.576 1.933 2.570 0.000 8539 128
2031-05-30 2.142 2.307 2.122 2.304 0.000 8267 128
2031-05-31 2.898 2.551 2.877 2.548 0.106 7876 128
2031-06-01 3.134 2.327 3.121 2.321 0.153 8067 128
2031-06-02 2.436 2.117 2.457 2.119 0.214 7857 128
2031-06-03 2.504 2.535 2.529 2.551 0.173 7932 128
2031-06-04 2.740 2.727 2.771 2.739 0.209 7964 128
2031-06-05 2.598 2.726 2.626 2.732 0.083 8010 128
2031-06-06 2.808 2.814 2.821 2.811 0.002 7760 128
2031-06-07 2.553 2.445 2.559 2.440 0.027 7724 128
2031-06-08 2.062 2.166 2.072 2.166 0.102 8043 128
2031-06-09 2.304 2.704 2.320 2.716 0.044 8291 128
2031-06-10 2.473 2.372 2.483 2.381 0.018 8161 128
2031-06-11 2.748 2.522 2.728 2.517 0.145 7972 128
2031-06-12 3.339 3.231 3.327 3.217 0.349 7839 128
2031-06-13 3.643 3.502 3.636 3.488 0.325 7945 128
2031-06-14 3.195 2.720 3.200 2.725 0.323 7730 128
2031-06-15 3.066 2.656 3.064 2.654 0.260 7543 128
2031-06-16 3.169 2.830 3.173 2.832 0.309 7615 128
2031-06-17 3.204 3.251 3.199 3.238 0.008 7889 128
2031-06-18 3.132 3.129 3.119 3.117 0.127 7832 128
2031-06-19 2.705 2.422 2.698 2.420 0.005 7834 128
2031-06-20 2.531 2.088 2.520 2.082 0.009 7752 128
2031-06-21 3.072 2.235 3.055 2.231 0.008 7711 128
2031-06-22 3.303 2.528 3.305 2.522 0.001 7645 128
2031-06-23 3.390 2.871 3.393 2.864 0.001 7493 128
2031-06-24 3.313 2.613 3.311 2.602 0.001 7419 128
2031-06-25 3.348 2.882 3.350 2.869 0.000 7570 128
2031-06-26 2.985 2.466 2.982 2.462 0.000 7384 128
2031-06-27 3.246 2.276 3.236 2.268 0.000 7517 128
2031-06-28 3.575 2.839 3.564 2.831 0.000 7478 128
2031-06-29 2.997 2.756 2.997 2.744 0.000 7862 128
2031-06-30 2.999 2.790 3.025 2.790 0.000 8214 128
2031-07-01 3.318 3.078 3.333 3.067 0.000 8121 131
2031-07-02 2.941 2.713 2.961 2.709 0.000 7986 131
2031-07-03 2.460 2.710 2.471 2.707 0.000 7951 131
2031-07-04 2.366 2.529 2.368 2.525 0.000 8233 131
2031-07-05 2.639 2.504 2.629 2.497 0.000 8088 131
2031-07-06 2.966 2.859 2.960 2.847 0.000 7961 131
2031-07-07 3.380 3.170 3.395 3.162 0.000 8189 131
2031-07-08 3.056 2.844 3.079 2.843 0.000 8116 131
2031-07-09 3.135 2.872 3.147 2.880 0.000 8051 131
2031-07-10 2.616 2.519 2.594 2.515 0.000 7887 131
2031-07-11 2.282 2.244 2.265 2.239 0.000 8077 131
2031-07-12 2.528 2.982 2.505 2.975 0.000 8273 131
2031-07-13 2.690 3.006 2.664 3.002 0.000 8045 131
2031-07-14 2.158 2.225 2.148 2.217 0.000 8310 131
2031-07-15 2.463 2.055 2.464 2.047 0.000 7999 131
2031-07-16 2.801 2.644 2.793 2.635 0.000 8151 131
2031-07-17 1.902 2.292 1.890 2.284 0.000 8317 131
2031-07-18 1.670 2.008 1.658 2.001 0.000 8331 131
2031-07-19 1.739 1.778 1.732 1.771 0.000 8533 131
2031-07-20 2.080 2.072 2.077 2.065 0.000 8180 131
2031-07-21 2.063 2.171 2.074 2.167 0.000 8173 131
2031-07-22 1.556 1.519 1.570 1.537 0.000 8352 131
2031-07-23 1.884 1.925 1.870 1.921 0.000 8278 131
2031-07-24 2.214 2.254 2.199 2.248 0.000 8052 131
2031-07-25 2.777 2.870 2.761 2.860 0.000 8576 131
2031-07-26 2.701 2.951 2.688 2.940 0.000 8485 131
2031-07-27 2.472 2.728 2.458 2.720 0.000 8482 131
2031-07-28 2.471 2.273 2.449 2.271 0.000 8173 131
2031-07-29 2.149 2.092 2.129 2.091 0.000 7909 131
2031-07-30 1.978 2.044 1.966 2.037 0.000 8163 131
2031-07-31 2.534 2.612 2.530 2.602 0.000 8164 131
2031-08-01 3.087 2.681 3.071 2.673 0.000 7907 131
2031-08-02 3.224 2.386 3.214 2.381 0.000 7627 131
2031-08-03 3.332 2.619 3.321 2.611 0.000 7376 131
2031-08-04 3.617 2.686 3.591 2.685 0.000 7527 131
2031-08-05 3.432 3.250 3.404 3.245 0.000 7766 131
2031-08-06 2.561 2.745 2.546 2.735 0.000 8021 131
2031-08-07 2.066 2.105 2.064 2.098 0.000 8425 131
2031-08-08 2.099 2.125 2.091 2.117 0.000 8047 131
2031-08-09 2.403 2.509 2.388 2.501 0.000 8204 131
2031-08-10 2.769 2.532 2.753 2.525 0.000 8259 131
2031-08-11 3.407 2.520 3.399 2.509 0.000 7686 131
2031-08-12 3.614 2.302 3.606 2.294 0.000 7345 131
2031-08-13 3.589 2.479 3.599 2.470 0.000 7063 131
2031-08-14 3.462 2.676 3.472 2.670 0.000 7230 131
2031-08-15 3.332 3.150 3.307 3.144 0.000 7623 131
2031-08-16 2.458 2.496 2.444 2.488 0.000 7918 131
2031-08-17 2.118 2.207 2.112 2.198 0.000 8207 131
2031-08-18 2.240 1.836 2.241 1.829 0.000 8020 131
2031-08-19 2.948 2.075 2.943 2.068 0.000 7806 131
2031-08-20 3.210 2.420 3.215 2.413 0.000 7697 131
2031-08-21 3.397 2.286 3.400 2.280 0.000 7128 131
2031-08-22 2.952 2.311 2.962 2.305 0.000 7798 131
2031-08-23 2.465 2.583 2.476 2.575 0.000 7751 131
2031-08-24 2.021 2.161 2.022 2.155 0.000 7949 131
2031-08-25 2.175 1.867 2.173 1.862 0.000 7663 131
2031-08-26 2.167 2.437 2.153 2.428 0.000 7949 131
2031-08-27 2.424 2.521 2.404 2.516 0.000 8125 131
2031-08-28 1.822 1.869 1.809 1.864 0.000 8228 131
2031-08-29 2.021 1.973 2.013 1.965 0.000 7990 131
2031-08-30 1.798 1.790 1.798 1.782 0.000 8193 131
2031-08-31 1.854 1.730 1.861 1.725 0.000 8292 131
2031-09-01 2.477 2.378 2.485 2.373 0.000 8228 131
2031-09-02 2.438 2.800 2.423 2.791 0.000 8231 131
2031-09-03 2.833 2.865 2.817 2.854 0.000 7988 131
2031-09-04 3.889 2.890 3.884 2.879 0.000 7707 131
2031-09-05 3.080 2.492 3.072 2.482 0.000 7423 131
2031-09-06 3.437 3.027 3.411 3.023 0.000 7774 131
2031-09-07 3.605 3.536 3.578 3.529 0.000 7804 131
2031-09-08 3.711 3.386 3.685 3.381 0.000 7841 131
2031-09-09 2.942 2.963 2.931 2.958 0.000 8020 131
2031-09-10 2.273 2.563 2.262 2.555 0.000 8162 131
2031-09-11 1.826 1.842 1.822 1.836 0.000 8042 131
2031-09-12 1.383 1.297 1.381 1.291 0.000 8199 131
2031-09-13 1.370 1.469 1.364 1.464 0.000 8292 131
2031-09-14 1.281 1.230 1.279 1.224 0.000 8585 131
2031-09-15 1.711 1.557 1.711 1.550 0.000 8599 131
2031-09-16 2.824 3.031 2.819 3.017 0.000 8276 131
2031-09-17 2.524 1.839 2.528 1.830 0.000 7948 131
2031-09-18 2.354 1.844 2.355 1.835 0.000 8077 131
2031-09-19 1.901 1.718 1.895 1.713 0.000 8090 131
2031-09-20 2.139 2.306 2.119 2.303 0.000 8170 131
2031-09-21 2.423 2.437 2.400 2.435 0.000 7772 131
2031-09-22 2.637 2.817 2.613 2.812 0.000 7820 131
2031-09-23 2.467 2.803 2.450 2.794 0.000 7873 131
2031-09-24 1.752 1.797 1.743 1.791 0.000 7831 131
2031-09-25 1.870 1.800 1.861 1.794 0.000 8181 131
2031-09-26 1.403 1.529 1.399 1.522 0.000 8383 131
2031-09-27 1.041 1.251 1.042 1.245 0.000 8745 131
2031-09-28 1.058 1.616 1.062 1.609 0.000 9058 131
2031-09-29 1.345 1.517 1.350 1.511 0.000 8718 131
2031-09-30 1.290 1.307 1.298 1.303 0.000 8634 131
2031-10-01 0.957 1.022 0.966 1.021 0.000 8917 131
2031-10-02 0.954 0.965 0.973 0.982 0.000 8940 131
2031-10-03 1.242 1.473 1.255 1.472 0.000 8699 131
2031-10-04 1.063 1.312 1.071 1.317 0.000 9062 131
2031-10-05 1.002 1.284 0.995 1.279 0.000 8730 131
2031-10-06 1.146 1.003 1.141 1.000 0.000 8292 131
2031-10-07 1.302 0.982 1.295 0.980 0.000 7887 131
2031-10-08 1.293 1.206 1.288 1.201 0.000 8100 131
2031-10-09 1.162 1.355 1.156 1.351 0.000 8603 131
2031-10-10 1.216 1.232 1.211 1.228 0.000 8270 131
2031-10-11 1.031 1.186 1.027 1.181 0.000 8512 131
2031-10-12 1.004 1.027 1.003 1.021 0.000 8630 131
2031-10-13 1.335 1.293 1.330 1.289 0.000 8634 131
2031-10-14 1.286 1.210 1.281 1.206 0.000 8668 131
2031-10-15 1.245 1.215 1.247 1.211 0.000 8676 131
2031-10-16 1.502 1.495 1.502 1.491 0.000 8517 131
2031-10-17 1.537 1.314 1.535 1.309 0.000 8157 131
2031-10-18 1.346 1.447 1.350 1.444 0.000 8145 131
2031-10-19 0.882 0.973 0.879 0.970 0.000 8683 131
2031-10-20 0.751 1.049 0.756 1.049 0.000 8998 131
2031-10-21 0.684 0.811 0.686 0.808 0.000 9034 131
2031-10-22 0.792 0.752 0.800 0.755 0.000 8936 131
2031-10-23 0.853 0.984 0.866 0.992 0.000 8921 131
2031-10-24 0.778 0.951 0.794 0.960 0.000 9169 131
2031-10-25 0.798 1.002 0.808 1.002 0.000 9275 131
2031-10-26 0.648 0.749 0.653 0.748 0.000 9227 131
2031-10-27 0.482 0.649 0.486 0.650 0.000 9658 131
2031-10-28 0.640 0.756 0.641 0.754 0.000 9535 131
2031-10-29 0.600 0.765 0.604 0.763 0.000 9704 131
2031-10-30 0.628 0.740 0.635 0.740 0.000 9638 131
2031-10-31 0.818 0.826 0.826 0.829 0.000 9289 131
2031-11-01 0.807 0.763 0.813 0.767 0.000 9019 131
2031-11-02 0.805 0.702 0.806 0.701 0.000 8735 131
2031-11-03 0.804 0.711 0.806 0.711 0.000 8823 131
2031-11-04 0.822 0.693 0.819 0.691 0.000 8713 131
2031-11-05 0.713 0.766 0.708 0.764 0.000 8940 131
2031-11-06 0.711 0.820 0.705 0.818 0.000 9096 131
2031-11-07 0.916 0.889 0.910 0.887 0.000 8864 131
2031-11-08 1.142 1.113 1.137 1.108 0.000 8709 131
2031-11-09 1.018 0.996 1.017 0.992 0.000 8701 131
2031-11-10 0.933 0.922 0.934 0.918 0.000 8635 131
2031-11-11 0.974 0.756 0.973 0.753 0.000 8304 131
2031-11-12 0.893 0.738 0.891 0.735 0.000 8183 131
2031-11-13 0.715 0.787 0.714 0.784 0.000 8524 131
2031-11-14 0.550 0.722 0.549 0.719 0.000 8954 131
2031-11-15 0.471 0.593 0.473 0.592 0.000 9034 131
2031-11-16 0.619 0.594 0.627 0.601 0.000 8687 131
2031-11-17 0.625 0.567 0.623 0.566 0.000 8598 131
2031-11-18 0.621 0.517 0.619 0.516 0.000 8362 131
2031-11-19 0.674 0.540 0.672 0.539 0.000 8382 131
2031-11-20 0.664 0.536 0.660 0.536 0.000 8405 131
2031-11-21 0.726 0.565 0.727 0.571 0.000 8556 131
2031-11-22 0.838 0.567 0.840 0.567 0.000 8229 131
2031-11-23 0.939 0.603 0.947 0.606 0.000 8040 131
2031-11-24 1.008 0.685 1.022 0.699 0.000 7789 131
2031-11-25 1.023 0.682 1.028 0.681 0.000 7625 131
2031-11-26 1.052 0.631 1.052 0.629 0.000 7469 131
2031-11-27 0.957 0.548 0.955 0.546 0.000 7275 131
2031-11-28 0.836 0.569 0.835 0.567 0.000 7516 131
2031-11-29 0.708 0.701 0.708 0.698 0.000 8066 131
2031-11-30 0.661 0.774 0.662 0.771 0.000 8519 131
2031-12-01 0.700 0.714 0.700 0.712 0.000 8592 131
2031-12-02 0.701 0.679 0.701 0.677 0.000 8568 131
2031-12-03 0.584 0.695 0.585 0.692 0.000 9008 131
2031-12-04 0.527 0.693 0.530 0.692 0.000 9474 131
2031-12-05 0.514 0.548 0.519 0.548 0.000 9345 131
2031-12-06 0.500 0.424 0.504 0.423 0.000 9040 131
2031-12-07 0.560 0.455 0.563 0.455 0.000 8863 131
2031-12-08 0.694 0.528 0.697 0.527 0.000 8527 131
2031-12-09 0.502 0.508 0.506 0.507 0.000 8972 131
2031-12-10 0.600 0.633 0.609 0.636 0.000 8995 131
2031-12-11 0.546 0.565 0.554 0.567 0.000 8693 131
2031-12-12 0.499 0.525 0.509 0.533 0.000 9192 131
2031-12-13 0.588 0.758 0.597 0.759 0.000 9155 131
2031-12-14 0.523 0.501 0.530 0.504 0.000 8894 131
2031-12-15 0.519 0.429 0.526 0.432 0.000 8779 131
2031-12-16 0.540 0.574 0.557 0.597 0.000 9006 131
2031-12-17 0.392 0.552 0.395 0.556 0.000 9349 131
2031-12-18 0.369 0.465 0.372 0.466 0.000 9495 131
2031-12-19 0.346 0.514 0.355 0.529 0.000 9767 131
2031-12-20 0.379 0.524 0.386 0.526 0.000 9676 131
2031-12-21 0.412 0.527 0.414 0.526 0.000 9657 131
2031-12-22 0.428 0.463 0.430 0.462 0.000 9519 131
2031-12-23 0.486 0.566 0.485 0.564 0.000 9301 131
2031-12-24 0.590 0.691 0.588 0.688 0.000 9101 131
2031-12-25 0.702 0.937 0.697 0.934 0.000 8940 131
2031-12-26 0.585 0.592 0.582 0.590 0.000 8662 131
2031-12-27 0.642 0.653 0.639 0.650 0.000 8607 131
2031-12-28 0.629 0.753 0.627 0.749 0.000 8509 131
2031-12-29 0.493 0.517 0.491 0.515 0.000 8850 131
2031-12-30 0.494 0.476 0.492 0.475 0.000 8854 131
2031-12-31 0.647 0.591 0.646 0.590 0.000 8685 131
================================================================================
BUI - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 5.282000 1.232000 5.282000 1.232000 0.000 541 0
2031-01-02 4.491000 1.661000 4.491000 1.661000 0.000 577 0
2031-01-03 4.139000 1.698000 4.139000 1.698000 0.000 551 0
2031-01-04 3.796000 1.768000 3.796000 1.768000 0.000 536 0
2031-01-05 3.261000 1.855000 3.261000 1.855000 0.000 513 0
2031-01-06 2.699000 2.052000 2.699000 2.052000 0.000 427 0
2031-01-07 2.408000 2.064000 2.408000 2.064000 0.000 377 0
2031-01-08 2.264000 2.067000 2.264000 2.067000 0.000 350 0
2031-01-09 2.176000 2.079000 2.176000 2.079000 0.000 350 0
2031-01-10 1.935000 2.002000 1.935000 2.002000 0.000 342 0
2031-01-11 1.695000 1.981000 1.695000 1.981000 0.000 331 0
2031-01-12 1.464000 1.921000 1.464000 1.921000 0.000 329 0
2031-01-13 1.363000 1.949000 1.363000 1.949000 0.000 261 0
2031-01-14 1.288000 1.944000 1.288000 1.944000 0.000 242 0
2031-01-15 1.229000 1.920000 1.229000 1.920000 0.000 237 0
2031-01-16 1.226000 1.918000 1.226000 1.918000 0.000 246 0
2031-01-17 1.132000 1.925000 1.132000 1.925000 0.000 227 0
2031-01-18 1.088000 1.926000 1.088000 1.926000 0.000 187 0
2031-01-19 1.069000 1.928000 1.069000 1.928000 0.000 180 0
2031-01-20 1.060000 1.928000 1.060000 1.928000 0.000 180 0
2031-01-21 1.062000 1.927000 1.062000 1.927000 0.000 180 0
2031-01-22 1.052000 1.930000 1.052000 1.930000 0.000 173 0
2031-01-23 1.038000 1.929000 1.038000 1.929000 0.000 173 0
2031-01-24 1.008000 1.926000 1.008000 1.926000 0.000 150 0
2031-01-25 0.976000 1.915000 0.976000 1.915000 0.000 129 0
2031-01-26 0.923000 1.842000 0.923000 1.842000 0.000 117 0
2031-01-27 0.897000 1.792000 0.897000 1.792000 0.000 110 0
2031-01-28 0.798000 1.597000 0.798000 1.597000 0.000 114 0
2031-01-29 0.597000 1.214000 0.597000 1.214000 0.000 105 0
2031-01-30 0.575000 1.202000 0.575000 1.202000 0.000 111 0
2031-01-31 0.522000 1.148000 0.522000 1.148000 0.000 111 0
2031-02-01 0.517000 1.146000 0.517000 1.146000 0.000 111 0
2031-02-02 0.508000 1.146000 0.508000 1.146000 0.000 107 0
2031-02-03 0.508000 1.146000 0.508000 1.146000 0.000 107 0
2031-02-04 0.506000 1.145000 0.506000 1.145000 0.000 107 0
2031-02-05 0.454000 1.121000 0.454000 1.121000 0.000 86 0
2031-02-06 0.451000 1.117000 0.451000 1.117000 0.000 86 0
2031-02-07 0.451000 1.117000 0.451000 1.117000 0.000 86 0
2031-02-08 0.443000 1.108000 0.443000 1.108000 0.000 77 0
2031-02-09 0.437000 1.104000 0.437000 1.104000 0.000 74 0
2031-02-10 0.436000 1.104000 0.436000 1.104000 0.000 74 0
2031-02-11 0.437000 1.103000 0.437000 1.103000 0.000 74 0
2031-02-12 0.423000 1.041000 0.423000 1.041000 0.000 72 0
2031-02-13 0.419000 1.038000 0.419000 1.038000 0.000 74 0
2031-02-14 0.381000 0.995000 0.381000 0.995000 0.000 88 0
2031-02-15 0.376000 0.984000 0.376000 0.984000 0.000 83 0
2031-02-16 0.306000 0.850000 0.306000 0.850000 0.000 86 0
2031-02-17 0.312000 0.852000 0.312000 0.852000 0.000 89 0
2031-02-18 0.314000 0.853000 0.314000 0.853000 0.000 89 0
2031-02-19 0.316000 0.853000 0.316000 0.853000 0.000 89 0
2031-02-20 0.301000 0.854000 0.301000 0.854000 0.000 89 0
2031-02-21 0.299000 0.856000 0.299000 0.856000 0.000 78 0
2031-02-22 0.306000 0.857000 0.306000 0.857000 0.000 72 0
2031-02-23 0.287000 0.797000 0.287000 0.797000 0.000 76 0
2031-02-24 0.274000 0.793000 0.274000 0.793000 0.000 75 0
2031-02-25 0.279000 0.785000 0.279000 0.785000 0.000 75 0
2031-02-26 0.279000 0.791000 0.279000 0.791000 0.000 75 0
2031-02-27 0.294000 0.801000 0.294000 0.801000 0.000 75 0
2031-02-28 0.284000 0.809000 0.284000 0.809000 0.000 75 0
2031-03-01 0.285000 0.810000 0.285000 0.810000 0.000 75 0
2031-03-02 0.283000 0.809000 0.283000 0.809000 0.000 75 0
2031-03-03 0.286000 0.817000 0.286000 0.817000 0.000 75 0
2031-03-04 0.295000 0.829000 0.295000 0.829000 0.000 75 0
2031-03-05 0.306000 0.845000 0.306000 0.845000 0.000 75 0
2031-03-06 0.304000 0.843000 0.304000 0.843000 0.000 75 0
2031-03-07 0.297000 0.836000 0.297000 0.836000 0.000 75 0
2031-03-08 0.287000 0.823000 0.287000 0.823000 0.000 75 0
2031-03-09 0.282000 0.823000 0.282000 0.823000 0.000 73 0
2031-03-10 0.280000 0.823000 0.280000 0.823000 0.000 73 0
2031-03-11 0.273000 0.824000 0.273000 0.824000 0.000 72 0
2031-03-12 0.269000 0.824000 0.269000 0.824000 0.000 72 0
2031-03-13 0.269000 0.824000 0.269000 0.824000 0.000 72 0
2031-03-14 0.267000 0.823000 0.267000 0.823000 0.000 53 0
2031-03-15 0.269000 0.824000 0.269000 0.824000 0.000 51 0
2031-03-16 0.315000 0.833000 0.315000 0.833000 0.000 46 0
2031-03-17 0.454000 0.933000 0.454000 0.933000 0.000 49 0
2031-03-18 0.655000 1.031000 0.655000 1.031000 0.000 46 0
2031-03-19 0.887000 1.224000 0.887000 1.224000 0.000 49 0
2031-03-20 1.087000 1.469000 1.087000 1.469000 0.000 58 0
2031-03-21 1.195000 1.648000 1.195000 1.648000 0.000 69 0
2031-03-22 1.252000 1.821000 1.252000 1.821000 0.000 61 0
2031-03-23 1.261000 1.874000 1.261000 1.874000 0.000 51 0
2031-03-24 1.292000 1.850000 1.292000 1.850000 0.000 51 0
2031-03-25 1.386000 2.000000 1.386000 2.000000 0.000 62 0
2031-03-26 1.548000 2.254000 1.548000 2.254000 0.000 64 0
2031-03-27 1.659000 2.584000 1.659000 2.584000 0.000 60 0
2031-03-28 1.866000 2.970000 1.866000 2.970000 0.000 61 0
2031-03-29 1.817000 3.011000 1.817000 3.011000 0.000 68 0
2031-03-30 1.819000 3.066000 1.819000 3.066000 0.000 54 0
2031-03-31 1.734000 3.183000 1.734000 3.183000 0.000 51 0
2031-04-01 2.118000 3.529000 2.118000 3.529000 0.000 45 0
2031-04-02 2.613000 3.746000 2.613000 3.746000 0.000 45 0
2031-04-03 2.980000 3.940000 2.980000 3.940000 0.000 32 0
2031-04-04 3.339000 4.465000 3.339000 4.465000 0.000 20 0
2031-04-05 3.805000 5.102000 3.805000 5.102000 0.000 27 0
2031-04-06 4.242000 5.612000 4.242000 5.612000 0.000 14 0
2031-04-07 4.604000 6.061000 4.604000 6.061000 0.000 15 0
2031-04-08 5.135000 6.622000 5.135000 6.622000 0.000 13 0
2031-04-09 5.387000 7.083000 5.387000 7.083000 0.000 15 0
2031-04-10 5.251000 6.766000 5.251000 6.766000 0.000 11 0
2031-04-11 5.004000 6.079000 5.004000 6.079000 0.000 12 0
2031-04-12 5.031000 6.208000 5.031000 6.208000 0.000 7 0
2031-04-13 5.408000 6.513000 5.408000 6.513000 0.000 11 0
2031-04-14 5.642000 6.639000 5.642000 6.639000 0.000 12 0
2031-04-15 5.784000 6.554000 5.784000 6.554000 0.000 16 0
2031-04-16 5.374000 6.759000 5.374000 6.759000 0.000 15 0
2031-04-17 5.601000 7.432000 5.601000 7.432000 0.000 13 0
2031-04-18 6.331000 7.924000 6.331000 7.924000 0.000 15 0
2031-04-19 7.145000 8.350000 7.145000 8.350000 0.007 17 0
2031-04-20 7.485000 7.948000 7.485000 7.948000 0.007 23 0
2031-04-21 7.634000 7.197000 7.634000 7.197000 0.047 35 0
2031-04-22 8.063000 7.633000 8.063000 7.633000 0.048 49 0
2031-04-23 8.591000 8.312000 8.591000 8.312000 0.086 50 0
2031-04-24 9.088000 8.853000 9.088000 8.853000 0.123 44 0
2031-04-25 9.208000 8.812000 9.208000 8.812000 0.000 16 0
2031-04-26 8.737000 8.984000 8.737000 8.984000 0.000 7 0
2031-04-27 8.302000 9.282000 8.302000 9.282000 0.000 13 0
2031-04-28 8.721000 9.529000 8.721000 9.529000 0.000 12 0
2031-04-29 9.181000 9.728000 9.181000 9.728000 0.000 11 0
2031-04-30 9.457000 9.732000 9.457000 9.732000 0.049 18 0
2031-05-01 9.814000 9.928000 9.814000 9.928000 0.017 14 0
2031-05-02 9.778000 9.580000 9.778000 9.580000 0.000 18 0
2031-05-03 10.083000 10.092000 10.083000 10.092000 0.000 14 0
2031-05-04 10.096000 10.555000 10.096000 10.555000 0.000 9 0
2031-05-05 10.885000 10.967000 10.885000 10.967000 0.000 13 0
2031-05-06 11.746000 10.940000 11.746000 10.940000 0.000 11 0
2031-05-07 12.551000 11.072000 12.551000 11.072000 0.000 10 0
2031-05-08 13.214000 11.516000 13.214000 11.516000 0.000 14 0
2031-05-09 14.248000 12.558000 14.248000 12.558000 0.000 9 0
2031-05-10 14.817000 13.595000 14.817000 13.595000 0.000 7 0
2031-05-11 16.481001 14.445000 16.481001 14.445000 0.000 11 0
2031-05-12 17.940001 15.243000 17.940001 15.243000 0.000 7 0
2031-05-13 17.944000 13.537000 17.944000 13.537000 0.000 10 0
2031-05-14 18.750000 14.100000 18.750000 14.100000 0.000 6 0
2031-05-15 18.849001 14.674000 18.849001 14.674000 0.000 9 0
2031-05-16 18.665001 15.137000 18.665001 15.137000 0.044 17 0
2031-05-17 17.976000 15.023000 17.976000 15.023000 0.043 17 0
2031-05-18 18.181999 15.547000 18.181999 15.547000 0.031 19 0
2031-05-19 18.561001 15.938000 18.561001 15.938000 0.018 13 0
2031-05-20 19.325001 16.121000 19.325001 16.121000 0.016 12 0
2031-05-21 19.854000 15.300000 19.854000 15.300000 0.013 16 0
2031-05-22 20.096001 14.676000 20.096001 14.676000 0.024 9 0
2031-05-23 19.987000 15.243000 19.987000 15.243000 0.045 11 0
2031-05-24 19.969999 15.334000 19.969999 15.334000 0.028 17 0
2031-05-25 20.396000 15.482000 20.396000 15.482000 0.022 14 0
2031-05-26 20.202999 16.695000 20.202999 16.695000 0.049 19 0
2031-05-27 20.702999 17.823000 20.702999 17.823000 0.039 26 0
2031-05-28 19.844999 16.771999 19.844999 16.771999 0.035 16 0
2031-05-29 19.475000 17.153999 19.475000 17.153999 0.007 15 0
2031-05-30 20.386000 17.632000 20.386000 17.632000 0.006 13 0
2031-05-31 22.038000 17.995001 22.038000 17.995001 0.005 17 0
2031-06-01 22.341999 17.863001 22.341999 17.863001 0.066 18 0
2031-06-02 23.073999 18.313000 23.073999 18.313000 0.139 18 0
2031-06-03 23.622999 17.742001 23.622999 17.742001 0.139 15 0
2031-06-04 23.631001 16.753000 23.631001 16.753000 0.138 15 0
2031-06-05 23.865000 16.195000 23.865000 16.195000 0.003 14 0
2031-06-06 24.898001 15.082000 24.898001 15.082000 0.126 13 0
2031-06-07 25.419001 14.592000 25.419001 14.592000 0.124 14 0
2031-06-08 23.561001 14.563000 23.561001 14.563000 0.124 16 0
2031-06-09 22.304001 15.595000 22.304001 15.595000 0.122 15 0
2031-06-10 22.802000 16.232000 22.802000 16.232000 0.172 17 0
2031-06-11 23.254999 16.134001 23.254999 16.134001 0.346 16 0
2031-06-12 24.004999 16.382000 24.004999 16.382000 0.338 18 0
2031-06-13 24.485001 16.923000 24.485001 16.923000 0.335 15 0
2031-06-14 25.846001 17.927999 25.846001 17.927999 0.334 18 0
2031-06-15 27.325001 17.996000 27.326000 17.996000 0.334 13 0
2031-06-16 27.757999 16.879999 27.757999 16.879999 0.330 11 0
2031-06-17 27.662001 17.851000 27.662001 17.851000 0.209 15 0
2031-06-18 28.308001 18.073999 28.308001 18.073999 0.205 12 0
2031-06-19 28.778999 17.987000 28.778999 17.987000 0.039 12 0
2031-06-20 29.612000 19.049000 29.612000 19.049000 0.000 8 0
2031-06-21 32.037998 19.603001 32.037998 19.603001 0.000 11 0
2031-06-22 32.962002 19.374001 32.962002 19.374001 0.000 13 0
2031-06-23 32.703999 19.021000 32.703999 19.021000 0.000 9 0
2031-06-24 33.620998 18.231001 33.620998 18.231001 0.000 10 0
2031-06-25 32.887001 17.788000 32.887001 17.788000 0.000 11 0
2031-06-26 33.220001 18.289000 33.220001 18.289000 0.000 9 0
2031-06-27 35.381001 18.819000 35.381001 18.819000 0.000 8 0
2031-06-28 35.324001 19.122999 35.324001 19.122999 0.000 10 0
2031-06-29 33.771999 21.030001 33.771999 21.030001 0.000 11 0
2031-06-30 32.563999 22.771999 32.563999 22.771999 0.000 8 0
2031-07-01 33.254002 23.872999 33.254002 23.872000 0.109 11 0
2031-07-02 33.431999 23.516001 33.431999 23.516001 0.109 12 0
2031-07-03 32.340000 22.452000 32.340000 22.452000 0.109 10 0
2031-07-04 30.881001 22.615999 30.881001 22.615999 0.108 12 0
2031-07-05 30.156000 21.062000 30.156000 21.062000 0.108 12 0
2031-07-06 29.705999 20.944000 29.705999 20.944000 0.096 10 0
2031-07-07 28.507000 21.152000 28.507000 21.152000 0.096 10 0
2031-07-08 27.940001 22.402000 27.940001 22.402000 0.096 19 0
2031-07-09 27.976999 22.893999 27.976999 22.893999 0.096 18 0
2031-07-10 27.167000 19.979000 27.167000 19.979000 0.060 16 0
2031-07-11 25.573999 18.634001 25.573999 18.634001 0.060 16 0
2031-07-12 24.274000 17.673000 24.274000 17.673000 0.036 16 0
2031-07-13 24.983999 17.995001 24.983999 17.995001 0.034 13 0
2031-07-14 23.246000 15.294000 23.246000 15.294000 0.033 11 0
2031-07-15 22.896000 14.472000 22.896000 14.472000 0.032 12 0
2031-07-16 23.125999 15.795000 23.125999 15.795000 0.024 10 0
2031-07-17 21.855000 15.247000 21.855000 15.247000 0.024 11 0
2031-07-18 20.551001 13.606000 20.551001 13.606000 0.023 13 0
2031-07-19 19.507000 12.400000 19.507000 12.400000 0.022 10 0
2031-07-20 19.944000 11.696000 19.944000 11.696000 0.021 12 0
2031-07-21 20.410000 12.716000 20.410999 12.716000 0.020 11 0
2031-07-22 19.423000 11.756000 19.423000 11.756000 0.019 13 0
2031-07-23 19.285000 11.338000 19.285000 11.338000 0.017 12 0
2031-07-24 18.976999 10.554000 18.976999 10.554000 0.017 10 0
2031-07-25 18.604000 11.112000 18.604000 11.112000 0.016 10 0
2031-07-26 19.120001 12.223000 19.120001 12.223000 0.015 10 0
2031-07-27 19.579000 13.208000 19.579000 13.208000 0.015 10 0
2031-07-28 20.917999 13.328000 20.917999 13.328000 0.014 11 0
2031-07-29 21.632999 13.399000 21.632999 13.399000 0.011 10 0
2031-07-30 21.145000 13.385000 21.145000 13.385000 0.011 10 0
2031-07-31 20.742001 12.897000 20.742001 12.897000 0.011 10 0
2031-08-01 21.875999 13.001000 21.875999 13.001000 0.008 10 0
2031-08-02 23.487000 14.001000 23.487000 14.001000 0.008 10 0
2031-08-03 24.455000 15.263000 24.455000 15.263000 0.008 10 0
2031-08-04 24.746000 14.596000 24.746000 14.596000 0.008 10 0
2031-08-05 23.242001 14.113000 23.242001 14.113000 0.007 12 0
2031-08-06 22.552999 15.063000 22.552999 15.063000 0.007 10 0
2031-08-07 21.516001 15.453000 21.516001 15.453000 0.005 10 0
2031-08-08 21.174999 15.283000 21.174999 15.283000 0.004 11 0
2031-08-09 21.318001 16.086000 21.318001 16.086000 0.003 10 0
2031-08-10 21.615000 16.674999 21.615000 16.674999 0.002 10 0
2031-08-11 23.391001 16.171000 23.391001 16.171000 0.002 10 0
2031-08-12 25.993999 16.719000 25.993999 16.719000 0.002 10 0
2031-08-13 27.329000 17.330999 27.329000 17.330999 0.001 10 0
2031-08-14 28.075001 17.551001 28.075001 17.551001 0.001 10 0
2031-08-15 27.450001 18.257000 27.450001 18.257000 0.001 9 0
2031-08-16 26.118999 18.618000 26.118999 18.618000 0.001 8 0
2031-08-17 25.502001 19.275000 25.502001 19.275000 0.001 8 0
2031-08-18 24.921000 19.922001 24.921000 19.922001 0.001 8 0
2031-08-19 25.188999 20.860001 25.188999 20.860001 0.001 8 0
2031-08-20 25.615999 21.766001 25.615999 21.766001 0.001 8 0
2031-08-21 26.690001 20.938999 26.690001 20.938999 0.001 8 0
2031-08-22 25.382000 19.261000 25.382000 19.261000 0.001 9 0
2031-08-23 24.673000 19.608000 24.673000 19.608000 0.001 8 0
2031-08-24 24.389999 19.415001 24.389999 19.415001 0.000 8 0
2031-08-25 25.180000 18.292999 25.180000 18.292999 0.000 8 0
2031-08-26 23.216999 17.429001 23.216999 17.429001 0.000 8 0
2031-08-27 23.240000 18.313999 23.240000 18.313999 0.000 8 0
2031-08-28 22.662001 18.582001 22.662001 18.582001 0.000 8 0
2031-08-29 22.881001 19.238001 22.881001 19.238001 0.000 8 0
2031-08-30 22.794001 19.782000 22.794001 19.782000 0.000 9 0
2031-08-31 21.868999 19.264999 21.868999 19.264999 0.000 8 0
2031-09-01 21.381001 19.879000 21.381001 19.879000 0.000 9 0
2031-09-02 19.705999 19.525000 19.705999 19.525000 0.000 8 0
2031-09-03 20.233000 19.851999 20.233000 19.851999 0.000 8 0
2031-09-04 22.204000 20.268999 22.204000 20.268999 0.000 8 0
2031-09-05 23.021000 20.257000 23.021000 20.257000 0.000 8 0
2031-09-06 22.632999 20.443001 22.632999 20.443001 0.000 9 0
2031-09-07 22.753000 20.330000 22.753000 20.330000 0.000 8 0
2031-09-08 23.072001 20.087999 23.072001 20.087999 0.000 8 0
2031-09-09 22.341999 20.329000 22.341999 20.329000 0.000 8 0
2031-09-10 21.445000 20.811001 21.445000 20.811001 0.000 8 0
2031-09-11 21.025000 21.634001 21.025000 21.634001 0.000 8 0
2031-09-12 20.304001 21.620001 20.304001 21.620001 0.000 8 0
2031-09-13 18.573000 18.941000 18.573000 18.941000 0.000 8 0
2031-09-14 16.427999 15.786000 16.427999 15.786000 0.000 9 0
2031-09-15 15.868000 15.520000 15.868000 15.520000 0.000 8 0
2031-09-16 16.395000 15.494000 16.395000 15.494000 0.000 8 0
2031-09-17 16.863001 16.139999 16.863001 16.139999 0.000 9 0
2031-09-18 17.042999 16.992001 17.042999 16.992001 0.000 8 0
2031-09-19 16.378000 17.018999 16.378000 17.018999 0.000 8 0
2031-09-20 15.866000 17.028000 15.866000 17.028000 0.000 9 0
2031-09-21 15.984000 16.464001 15.984000 16.464001 0.000 8 0
2031-09-22 16.260000 16.737000 16.260000 16.737000 0.000 8 0
2031-09-23 16.434999 17.094999 16.434999 17.094999 0.000 8 0
2031-09-24 16.275000 17.094000 16.275000 17.094000 0.000 8 0
2031-09-25 16.091000 17.107000 16.091000 17.107000 0.000 8 0
2031-09-26 15.012000 16.653999 15.012000 16.653999 0.000 8 0
2031-09-27 12.989000 14.291000 12.989000 14.291000 0.000 8 0
2031-09-28 11.274000 14.356000 11.274000 14.356000 0.000 8 0
2031-09-29 10.730000 14.190000 10.730000 14.190000 0.000 8 0
2031-09-30 10.379000 14.279000 10.379000 14.279000 0.000 8 0
2031-10-01 8.912000 11.780000 8.912000 11.780000 0.000 8 0
2031-10-02 7.964000 10.284000 7.964000 10.284000 0.000 8 0
2031-10-03 7.514000 10.146000 7.514000 10.146000 0.000 8 0
2031-10-04 6.311000 8.903000 6.311000 8.903000 0.000 8 0
2031-10-05 5.842000 8.621000 5.842000 8.621000 0.000 8 0
2031-10-06 5.991000 8.851000 5.991000 8.851000 0.000 8 0
2031-10-07 6.259000 8.918000 6.259000 8.918000 0.000 9 0
2031-10-08 6.354000 9.471000 6.354000 9.471000 0.000 8 0
2031-10-09 6.218000 9.987000 6.218000 9.987000 0.000 8 0
2031-10-10 6.526000 10.342000 6.526000 10.342000 0.000 8 0
2031-10-11 6.316000 10.119000 6.316000 10.119000 0.000 8 0
2031-10-12 5.887000 10.006000 5.887000 10.006000 0.000 8 0
2031-10-13 5.978000 10.314000 5.978000 10.314000 0.000 8 0
2031-10-14 6.210000 10.734000 6.210000 10.734000 0.000 8 0
2031-10-15 6.454000 11.034000 6.454000 11.034000 0.000 8 0
2031-10-16 6.688000 11.324000 6.688000 11.324000 0.000 8 0
2031-10-17 6.732000 11.294000 6.732000 11.294000 0.000 8 0
2031-10-18 6.556000 11.656000 6.556000 11.656000 0.000 8 0
2031-10-19 5.419000 10.551000 5.419000 10.551000 0.000 8 0
2031-10-20 4.727000 9.980000 4.727000 9.980000 0.000 8 0
2031-10-21 4.181000 8.904000 4.181000 8.904000 0.000 8 0
2031-10-22 3.746000 7.343000 3.746000 7.343000 0.000 8 0
2031-10-23 3.411000 7.313000 3.411000 7.313000 0.000 8 0
2031-10-24 3.514000 7.582000 3.514000 7.582000 0.000 8 0
2031-10-25 3.454000 7.692000 3.454000 7.692000 0.000 8 0
2031-10-26 3.282000 7.792000 3.282000 7.792000 0.000 8 0
2031-10-27 2.828000 7.315000 2.828000 7.315000 0.000 8 0
2031-10-28 2.571000 7.022000 2.571000 7.022000 0.000 8 0
2031-10-29 2.439000 6.997000 2.439000 6.997000 0.000 8 0
2031-10-30 2.434000 6.984000 2.434000 6.984000 0.000 8 0
2031-10-31 2.460000 6.987000 2.460000 6.987000 0.000 8 0
2031-11-01 2.419000 6.959000 2.419000 6.959000 0.000 8 0
2031-11-02 2.265000 6.465000 2.265000 6.465000 0.000 8 0
2031-11-03 2.109000 6.206000 2.109000 6.206000 0.000 6 0
2031-11-04 1.941000 6.139000 1.941000 6.139000 0.000 3 0
2031-11-05 1.737000 6.059000 1.737000 6.059000 0.000 1 0
2031-11-06 1.723000 6.044000 1.723000 6.044000 0.000 1 0
2031-11-07 1.710000 6.047000 1.710000 6.047000 0.000 1 0
2031-11-08 1.671000 6.031000 1.671000 6.031000 0.000 1 0
2031-11-09 1.601000 5.956000 1.601000 5.956000 0.000 1 0
2031-11-10 1.606000 5.954000 1.606000 5.954000 0.000 1 0
2031-11-11 1.609000 5.949000 1.609000 5.949000 0.000 1 0
2031-11-12 1.569000 5.781000 1.569000 5.781000 0.000 1 0
2031-11-13 1.328000 5.293000 1.328000 5.293000 0.000 1 0
2031-11-14 0.984000 4.156000 0.984000 4.156000 0.000 1 0
2031-11-15 0.996000 4.145000 0.996000 4.145000 0.000 1 0
2031-11-16 0.977000 4.158000 0.977000 4.158000 0.000 1 0
2031-11-17 0.943000 4.178000 0.943000 4.178000 0.000 1 0
2031-11-18 0.941000 4.200000 0.941000 4.200000 0.000 1 0
2031-11-19 0.915000 4.200000 0.915000 4.200000 0.000 1 0
2031-11-20 0.857000 4.210000 0.857000 4.210000 0.000 1 0
2031-11-21 0.801000 4.166000 0.801000 4.166000 0.000 1 0
2031-11-22 0.802000 4.167000 0.802000 4.167000 0.000 1 0
2031-11-23 0.799000 4.167000 0.799000 4.167000 0.000 1 0
2031-11-24 0.796000 4.165000 0.796000 4.165000 0.000 1 0
================================================================================
FWI - Timesteps with Differences
================================================================================
Date Mean (Ref) Std (Ref) Mean (New) Std (New) Max Abs Diff Value Diffs NaN Changes
2031-01-01 1.424 1.454 1.424 1.454 0.000 5166 0
2031-01-02 0.668 0.953 0.668 0.953 0.000 7052 0
2031-01-03 0.445 0.696 0.445 0.696 0.000 8004 0
2031-01-04 0.299 0.412 0.299 0.412 0.000 8687 0
2031-01-05 0.209 0.240 0.209 0.240 0.000 9118 0
2031-01-06 0.176 0.206 0.176 0.206 0.000 9359 0
2031-01-07 0.175 0.192 0.175 0.192 0.000 9266 0
2031-01-08 0.200 0.223 0.200 0.223 0.000 9114 0
2031-01-09 0.246 0.284 0.246 0.284 0.000 8992 0
2031-01-10 0.213 0.276 0.213 0.276 0.000 8917 0
2031-01-11 0.182 0.234 0.182 0.234 0.000 9117 0
2031-01-12 0.165 0.193 0.165 0.193 0.000 9094 0
2031-01-13 0.128 0.163 0.128 0.163 0.000 9255 0
2031-01-14 0.133 0.153 0.133 0.153 0.000 9144 0
2031-01-15 0.147 0.170 0.147 0.170 0.000 9023 0
2031-01-16 0.138 0.164 0.138 0.164 0.000 9049 0
2031-01-17 0.114 0.162 0.114 0.162 0.000 9380 0
2031-01-18 0.119 0.155 0.119 0.155 0.000 9468 0
2031-01-19 0.131 0.165 0.131 0.165 0.000 9467 0
2031-01-20 0.171 0.193 0.171 0.193 0.000 9164 0
2031-01-21 0.184 0.238 0.184 0.238 0.000 9217 0
2031-01-22 0.193 0.265 0.193 0.265 0.000 9226 0
2031-01-23 0.191 0.250 0.191 0.250 0.000 9197 0
2031-01-24 0.213 0.333 0.213 0.333 0.000 9169 0
2031-01-25 0.221 0.386 0.221 0.386 0.000 9153 0
2031-01-26 0.200 0.325 0.200 0.325 0.000 9082 0
2031-01-27 0.162 0.161 0.162 0.161 0.000 8889 0
2031-01-28 0.152 0.143 0.152 0.143 0.000 8783 0
2031-01-29 0.135 0.160 0.135 0.160 0.000 8948 0
2031-01-30 0.183 0.180 0.183 0.180 0.000 8698 0
2031-01-31 0.213 0.208 0.213 0.208 0.000 8485 0
2031-02-01 0.220 0.167 0.220 0.167 0.000 8253 0
2031-02-02 0.208 0.164 0.208 0.164 0.000 8072 0
2031-02-03 0.203 0.150 0.203 0.150 0.000 7750 0
2031-02-04 0.208 0.168 0.208 0.168 0.000 7866 0
2031-02-05 0.217 0.235 0.217 0.235 0.000 8118 0
2031-02-06 0.261 0.315 0.261 0.315 0.000 7893 0
2031-02-07 0.264 0.332 0.264 0.332 0.000 7790 0
2031-02-08 0.230 0.194 0.230 0.194 0.000 7401 0
2031-02-09 0.221 0.177 0.221 0.177 0.000 7427 0
2031-02-10 0.209 0.150 0.209 0.150 0.000 7291 0
2031-02-11 0.213 0.148 0.213 0.148 0.000 7476 0
2031-02-12 0.228 0.176 0.228 0.176 0.000 7624 0
2031-02-13 0.260 0.266 0.260 0.266 0.000 7594 0
2031-02-14 0.240 0.189 0.240 0.189 0.000 7569 0
2031-02-15 0.248 0.166 0.248 0.166 0.000 7430 0
2031-02-16 0.236 0.169 0.236 0.169 0.000 7709 0
2031-02-17 0.260 0.162 0.260 0.162 0.000 7583 0
2031-02-18 0.315 0.202 0.315 0.202 0.000 7267 0
2031-02-19 0.335 0.188 0.335 0.188 0.000 6952 0
2031-02-20 0.290 0.152 0.290 0.152 0.000 7068 0
2031-02-21 0.268 0.255 0.268 0.255 0.000 7424 0
2031-02-22 0.225 0.172 0.225 0.172 0.010 7762 0
2031-02-23 0.204 0.149 0.204 0.149 0.020 7633 0
2031-02-24 0.193 0.157 0.193 0.157 0.003 7951 0
2031-02-25 0.163 0.150 0.163 0.150 0.007 8369 0
2031-02-26 0.169 0.155 0.169 0.155 0.012 8482 0
2031-02-27 0.178 0.141 0.179 0.141 0.022 8270 11
2031-02-28 0.185 0.162 0.187 0.163 0.042 8083 128
2031-03-01 0.234 0.283 0.235 0.282 0.049 7857 128
2031-03-02 0.288 0.256 0.288 0.256 0.032 7624 128
2031-03-03 0.339 0.264 0.339 0.263 0.052 7324 128
2031-03-04 0.381 0.216 0.381 0.217 0.037 7115 128
2031-03-05 0.365 0.271 0.365 0.270 0.034 6803 128
2031-03-06 0.371 0.264 0.370 0.263 0.028 6554 128
2031-03-07 0.378 0.301 0.377 0.300 0.024 6630 128
2031-03-08 0.360 0.255 0.359 0.254 0.031 6704 128
2031-03-09 0.373 0.500 0.372 0.497 0.020 6745 128
2031-03-10 0.347 0.439 0.347 0.436 0.022 7285 128
2031-03-11 0.281 0.417 0.281 0.415 0.018 7708 128
2031-03-12 0.220 0.255 0.222 0.254 0.017 7882 128
2031-03-13 0.258 0.339 0.260 0.339 0.007 7912 128
2031-03-14 0.276 0.410 0.277 0.408 0.006 7999 128
2031-03-15 0.243 0.341 0.243 0.339 0.004 7874 128
2031-03-16 0.250 0.388 0.251 0.386 0.004 8201 128
2031-03-17 0.280 0.448 0.280 0.447 0.003 8579 128
2031-03-18 0.281 0.364 0.279 0.362 0.002 8627 128
2031-03-19 0.338 0.437 0.335 0.436 0.001 8477 128
2031-03-20 0.428 0.627 0.425 0.625 0.004 8428 128
2031-03-21 0.428 0.684 0.425 0.681 0.000 8707 128
2031-03-22 0.456 0.759 0.453 0.755 0.000 8372 128
2031-03-23 0.408 0.635 0.404 0.633 0.000 8354 128
2031-03-24 0.450 0.613 0.446 0.611 0.001 8145 128
2031-03-25 0.465 0.731 0.460 0.729 0.000 8025 128
2031-03-26 0.622 0.989 0.616 0.986 0.000 7826 128
2031-03-27 0.612 1.088 0.606 1.084 0.003 8028 128
2031-03-28 0.792 1.581 0.785 1.574 0.003 8298 128
2031-03-29 0.528 1.123 0.524 1.118 0.007 8630 128
2031-03-30 0.423 0.748 0.420 0.745 0.012 8651 128
2031-03-31 0.601 1.292 0.596 1.286 0.045 8645 128
2031-04-01 0.805 1.609 0.798 1.602 0.093 8369 128
2031-04-02 0.920 1.673 0.913 1.666 0.131 8008 128
2031-04-03 1.179 2.054 1.170 2.046 0.187 7755 128
2031-04-04 1.551 2.335 1.538 2.326 0.090 7778 128
2031-04-05 1.829 2.943 1.815 2.932 0.092 7758 128
2031-04-06 1.539 2.306 1.527 2.298 0.051 7886 128
2031-04-07 1.617 2.493 1.605 2.483 0.042 7603 128
2031-04-08 1.935 2.888 1.918 2.878 0.042 7486 128
2031-04-09 1.922 2.969 1.905 2.958 0.040 7445 128
2031-04-10 1.223 1.992 1.212 1.985 0.065 7483 128
2031-04-11 1.001 1.769 0.992 1.762 0.016 7755 128
2031-04-12 1.050 1.737 1.042 1.731 0.016 8121 128
2031-04-13 1.318 1.845 1.307 1.839 0.015 7961 128
2031-04-14 1.455 1.950 1.444 1.944 0.017 7849 128
2031-04-15 1.813 2.523 1.799 2.515 0.013 7815 128
2031-04-16 1.163 2.135 1.154 2.126 0.037 8065 128
2031-04-17 1.633 2.650 1.622 2.639 0.000 8702 128
2031-04-18 2.037 3.456 2.019 3.443 0.001 8432 128
2031-04-19 2.135 3.595 2.116 3.582 0.001 7967 128
2031-04-20 1.614 2.503 1.602 2.494 0.000 8034 128
2031-04-21 1.681 2.311 1.668 2.303 0.000 8192 128
2031-04-22 2.013 2.773 2.003 2.762 0.000 8207 128
2031-04-23 2.197 3.437 2.186 3.422 0.001 7971 128
2031-04-24 2.225 3.519 2.220 3.503 0.004 8021 128
2031-04-25 1.948 2.914 1.942 2.902 0.000 8121 128
2031-04-26 1.551 2.628 1.538 2.618 0.000 8528 128
2031-04-27 1.534 2.548 1.520 2.539 0.002 8768 128
2031-04-28 1.879 3.082 1.863 3.070 0.004 8416 128
2031-04-29 1.882 3.001 1.866 2.990 0.007 8464 128
2031-04-30 1.737 2.662 1.724 2.652 0.022 8412 128
2031-05-01 1.335 2.027 1.325 2.019 0.062 8333 128
2031-05-02 1.676 2.847 1.665 2.835 0.046 8213 128
2031-05-03 2.152 3.640 2.136 3.626 0.035 8322 128
2031-05-04 1.919 3.365 1.903 3.352 0.031 8447 128
2031-05-05 2.606 4.152 2.586 4.137 0.033 8209 128
2031-05-06 2.722 3.509 2.700 3.498 0.099 7967 128
2031-05-07 3.210 3.823 3.190 3.811 0.061 7888 128
2031-05-08 3.974 4.359 3.943 4.349 0.056 7940 128
2031-05-09 4.287 5.076 4.256 5.061 0.010 7721 128
2031-05-10 4.442 5.954 4.418 5.932 0.001 7956 128
2031-05-11 5.667 6.648 5.640 6.625 0.001 7543 128
2031-05-12 5.688 5.825 5.657 5.811 0.002 7596 128
2031-05-13 4.352 4.747 4.341 4.735 0.003 7577 128
2031-05-14 4.204 4.570 4.180 4.557 0.007 7400 128
2031-05-15 4.046 4.821 4.027 4.805 0.007 7797 128
2031-05-16 3.843 4.838 3.820 4.822 0.002 8148 128
2031-05-17 3.120 4.469 3.092 4.456 0.004 8257 128
2031-05-18 3.134 5.001 3.107 4.983 0.002 8288 128
2031-05-19 3.291 4.534 3.259 4.522 0.001 8174 128
2031-05-20 3.782 4.708 3.750 4.696 0.001 8100 128
2031-05-21 3.680 4.718 3.650 4.704 0.003 8218 128
2031-05-22 4.016 5.115 3.995 5.099 0.008 7945 128
2031-05-23 3.920 5.029 3.899 5.013 0.001 8152 128
2031-05-24 3.647 4.853 3.614 4.840 0.002 8168 128
2031-05-25 3.064 4.342 3.040 4.327 0.003 8205 128
2031-05-26 3.406 5.142 3.376 5.125 0.003 8451 128
2031-05-27 3.685 5.163 3.648 5.150 0.020 8484 128
2031-05-28 3.261 4.716 3.228 4.703 0.012 8589 128
2031-05-29 3.681 6.024 3.644 6.005 0.000 8625 128
2031-05-30 4.114 5.714 4.074 5.700 0.000 8392 128
2031-05-31 5.375 6.062 5.325 6.053 0.031 7937 128
2031-06-01 5.368 5.494 5.328 5.483 0.048 8112 128
2031-06-02 4.184 4.764 4.198 4.746 0.297 8051 128
2031-06-03 4.188 5.087 4.214 5.089 0.207 8075 128
2031-06-04 4.529 5.116 4.574 5.122 0.243 8041 128
2031-06-05 4.508 5.423 4.553 5.424 0.105 8083 128
2031-06-06 4.946 5.642 4.971 5.634 0.004 7825 128
2031-06-07 4.583 5.098 4.599 5.090 0.008 7938 128
2031-06-08 3.525 4.641 3.551 4.647 0.035 8373 128
2031-06-09 4.069 5.656 4.109 5.688 0.016 8408 128
2031-06-10 4.585 5.635 4.617 5.658 0.005 8306 128
2031-06-11 4.958 5.278 4.916 5.268 0.042 8086 128
2031-06-12 5.993 6.348 5.969 6.322 0.115 7844 128
2031-06-13 6.702 7.053 6.689 7.029 0.105 7876 128
2031-06-14 6.331 6.433 6.341 6.435 0.108 7649 128
2031-06-15 6.085 6.291 6.081 6.288 0.089 7509 128
2031-06-16 6.159 6.533 6.171 6.539 0.119 7712 128
2031-06-17 6.486 7.681 6.484 7.657 0.003 7945 128
2031-06-18 6.336 7.320 6.313 7.291 0.046 7902 128
2031-06-19 5.546 5.834 5.528 5.823 0.001 7871 128
2031-06-20 5.555 5.869 5.530 5.849 0.003 7882 128
2031-06-21 6.721 6.026 6.682 6.010 0.002 7734 128
2031-06-22 7.309 6.607 7.317 6.592 0.000 7637 128
2031-06-23 7.484 7.291 7.496 7.278 0.000 7463 128
2031-06-24 7.286 6.418 7.293 6.394 0.000 7388 128
2031-06-25 7.198 6.873 7.220 6.850 0.000 7496 128
2031-06-26 6.649 6.469 6.646 6.454 0.000 7387 128
2031-06-27 7.527 6.336 7.512 6.312 0.000 7429 128
2031-06-28 8.049 7.363 8.025 7.340 0.000 7321 128
2031-06-29 6.981 7.731 6.990 7.698 0.000 7854 128
2031-06-30 6.998 7.821 7.067 7.815 0.000 8165 128
2031-07-01 7.419 7.813 7.470 7.794 0.000 7973 131
2031-07-02 6.646 6.826 6.712 6.828 0.000 7834 131
2031-07-03 5.508 6.836 5.553 6.838 0.000 7952 131
2031-07-04 5.234 6.692 5.257 6.687 0.000 8273 131
2031-07-05 5.413 6.251 5.402 6.238 0.000 8201 131
2031-07-06 5.999 6.762 6.012 6.739 0.000 7942 131
2031-07-07 7.036 7.866 7.101 7.868 0.000 8069 131
2031-07-08 6.521 7.269 6.605 7.291 0.000 7946 131
2031-07-09 6.645 7.721 6.693 7.754 0.000 7933 131
2031-07-10 5.277 6.353 5.232 6.336 0.000 7932 131
2031-07-11 4.342 5.566 4.308 5.549 0.001 8166 131
2031-07-12 4.790 6.680 4.745 6.661 0.005 8392 131
2031-07-13 5.212 6.851 5.160 6.835 0.006 8060 131
2031-07-14 4.019 5.005 3.989 4.990 0.005 8376 131
2031-07-15 4.401 4.820 4.395 4.802 0.007 8245 131
2031-07-16 5.127 6.001 5.103 5.980 0.000 8277 131
2031-07-17 3.482 5.176 3.453 5.157 0.002 8374 131
2031-07-18 2.730 4.126 2.707 4.111 0.002 8593 131
2031-07-19 2.774 3.689 2.758 3.675 0.003 8670 131
2031-07-20 3.436 4.483 3.429 4.466 0.004 8333 131
2031-07-21 3.655 4.862 3.672 4.850 0.004 8325 131
2031-07-22 2.524 3.354 2.550 3.388 0.004 8619 131
2031-07-23 3.051 3.897 3.025 3.886 0.001 8357 131
2031-07-24 3.398 4.227 3.371 4.215 0.001 8220 131
2031-07-25 4.411 5.225 4.385 5.207 0.002 8662 131
2031-07-26 4.543 5.664 4.519 5.644 0.002 8454 131
2031-07-27 4.331 5.540 4.306 5.522 0.002 8521 131
2031-07-28 4.382 5.016 4.340 5.007 0.001 8178 131
2031-07-29 3.805 4.853 3.767 4.842 0.000 8120 131
2031-07-30 3.536 4.702 3.508 4.687 0.001 8302 131
2031-07-31 4.423 5.492 4.405 5.473 0.002 8307 131
2031-08-01 5.465 5.642 5.431 5.627 0.001 7806 131
2031-08-02 6.063 5.398 6.036 5.388 0.001 7579 131
2031-08-03 6.427 6.143 6.398 6.125 0.001 7300 131
2031-08-04 6.559 5.841 6.507 5.834 0.001 7543 131
2031-08-05 5.947 6.176 5.892 6.167 0.000 7800 131
2031-08-06 4.649 5.452 4.613 5.435 0.000 8134 131
2031-08-07 3.851 5.019 3.844 5.002 0.000 8498 131
2031-08-08 3.763 5.303 3.736 5.284 0.000 8328 131
2031-08-09 4.248 5.525 4.213 5.507 0.000 8206 131
2031-08-10 5.057 5.963 5.018 5.946 0.000 8242 131
2031-08-11 6.206 6.032 6.185 6.008 0.000 7721 131
2031-08-12 6.908 5.764 6.887 5.742 0.000 7274 131
2031-08-13 7.027 6.123 7.043 6.098 0.000 7017 131
2031-08-14 6.858 6.405 6.879 6.388 0.000 7241 131
2031-08-15 6.601 7.131 6.548 7.115 0.000 7440 131
2031-08-16 4.862 5.777 4.831 5.758 0.000 8068 131
2031-08-17 4.252 5.521 4.235 5.499 0.000 8268 131
2031-08-18 4.316 4.950 4.314 4.932 0.000 8209 131
2031-08-19 5.518 5.320 5.512 5.304 0.000 7846 131
2031-08-20 5.832 5.784 5.848 5.770 0.000 7750 131
2031-08-21 6.179 5.322 6.193 5.314 0.000 7320 131
2031-08-22 5.384 5.318 5.415 5.311 0.000 7777 131
2031-08-23 4.686 6.150 4.719 6.133 0.000 7774 131
2031-08-24 3.894 5.634 3.900 5.616 0.000 8021 131
2031-08-25 4.190 4.775 4.191 4.762 0.000 7882 131
2031-08-26 4.180 5.979 4.149 5.956 0.000 8009 131
2031-08-27 4.659 6.175 4.620 6.156 0.000 8323 131
2031-08-28 3.529 5.168 3.500 5.150 0.000 8365 131
2031-08-29 3.936 5.469 3.910 5.447 0.000 8154 131
2031-08-30 3.518 5.135 3.510 5.112 0.000 8376 131
2031-08-31 3.287 4.528 3.299 4.510 0.000 8398 131
2031-09-01 4.508 6.076 4.518 6.052 0.000 8378 131
2031-09-02 4.085 6.263 4.059 6.241 0.000 8270 131
2031-09-03 4.814 7.044 4.780 7.015 0.000 8221 131
2031-09-04 6.589 6.221 6.577 6.193 0.000 7636 131
2031-09-05 5.536 5.758 5.520 5.733 0.000 7348 131
2031-09-06 6.264 6.733 6.213 6.718 0.000 7604 131
2031-09-07 6.510 7.702 6.461 7.680 0.000 7835 131
2031-09-08 6.459 6.573 6.417 6.558 0.000 7741 131
2031-09-09 5.115 5.885 5.102 5.875 0.000 7959 131
2031-09-10 4.110 5.972 4.093 5.950 0.000 8356 131
2031-09-11 3.533 5.443 3.525 5.425 0.000 8238 131
2031-09-12 2.530 3.532 2.515 3.518 0.000 8411 131
2031-09-13 2.254 3.449 2.238 3.436 0.000 8488 131
2031-09-14 1.733 2.585 1.726 2.574 0.000 8745 131
2031-09-15 2.367 3.146 2.360 3.132 0.000 8823 131
2031-09-16 3.980 4.675 3.973 4.658 0.000 8492 131
2031-09-17 3.805 4.172 3.809 4.156 0.000 8188 131
2031-09-18 3.838 4.558 3.836 4.538 0.000 8257 131
2031-09-19 3.088 4.377 3.079 4.366 0.000 8317 131
2031-09-20 3.514 5.474 3.480 5.456 0.000 8211 131
2031-09-21 3.648 4.993 3.614 4.979 0.000 7913 131
2031-09-22 3.928 5.426 3.890 5.411 0.000 8011 131
2031-09-23 3.568 4.777 3.538 4.762 0.000 8016 131
2031-09-24 2.656 4.303 2.634 4.286 0.000 8026 131
2031-09-25 2.977 4.393 2.954 4.377 0.000 8386 131
2031-09-26 2.261 3.732 2.248 3.717 0.000 8649 131
2031-09-27 1.500 3.082 1.493 3.068 0.000 8861 131
2031-09-28 1.525 3.784 1.519 3.766 0.000 9290 131
2031-09-29 1.569 3.055 1.568 3.043 0.000 8917 131
2031-09-30 1.444 2.578 1.446 2.568 0.000 8844 131
2031-10-01 0.837 1.728 0.845 1.727 0.000 9140 131
2031-10-02 0.771 1.409 0.788 1.417 0.000 9152 131
2031-10-03 0.896 1.454 0.912 1.470 0.000 8918 131
2031-10-04 0.841 1.818 0.845 1.814 0.000 9248 131
2031-10-05 0.819 2.340 0.812 2.329 0.000 8912 131
2031-10-06 0.862 1.920 0.856 1.911 0.000 8499 131
2031-10-07 0.963 2.046 0.956 2.037 0.000 8128 131
2031-10-08 1.217 2.587 1.209 2.576 0.000 8338 131
2031-10-09 1.324 2.871 1.314 2.858 0.000 8769 131
2031-10-10 1.290 2.673 1.281 2.661 0.000 8341 131
2031-10-11 0.964 2.133 0.958 2.124 0.000 8597 131
2031-10-12 0.834 1.824 0.830 1.815 0.000 8709 131
2031-10-13 1.146 2.492 1.137 2.481 0.000 8778 131
2031-10-14 1.300 2.672 1.288 2.660 0.000 8785 131
2031-10-15 1.267 2.638 1.259 2.626 0.000 8842 131
2031-10-16 1.576 2.976 1.565 2.963 0.000 8834 131
2031-10-17 1.419 2.302 1.410 2.293 0.000 8518 131
2031-10-18 1.380 3.217 1.371 3.202 0.000 8237 131
2031-10-19 0.674 2.087 0.669 2.077 0.000 8716 131
2031-10-20 0.498 1.660 0.497 1.652 0.000 9074 131
2031-10-21 0.342 0.915 0.341 0.911 0.000 9153 131
2031-10-22 0.422 1.172 0.423 1.167 0.000 9027 131
2031-10-23 0.541 1.572 0.543 1.565 0.000 9011 131
2031-10-24 0.506 1.319 0.508 1.313 0.000 9264 131
2031-10-25 0.564 1.571 0.564 1.563 0.000 9408 131
2031-10-26 0.414 1.092 0.414 1.086 0.000 9327 131
2031-10-27 0.318 1.028 0.318 1.023 0.000 9713 131
2031-10-28 0.352 0.898 0.350 0.893 0.000 9573 131
2031-10-29 0.363 1.018 0.363 1.014 0.000 9737 131
2031-10-30 0.351 0.902 0.352 0.898 0.000 9705 131
2031-10-31 0.443 1.026 0.444 1.022 0.000 9422 131
2031-11-01 0.460 1.233 0.460 1.228 0.000 9139 131
2031-11-02 0.336 0.770 0.335 0.767 0.000 8842 131
2031-11-03 0.305 0.694 0.305 0.691 0.000 8917 131
2031-11-04 0.317 0.674 0.315 0.671 0.000 8839 131
2031-11-05 0.279 0.627 0.276 0.625 0.000 8986 131
2031-11-06 0.251 0.503 0.248 0.501 0.000 9064 131
2031-11-07 0.323 0.606 0.321 0.603 0.000 8896 131
2031-11-08 0.445 0.824 0.442 0.820 0.000 8901 131
2031-11-09 0.384 0.750 0.382 0.747 0.000 8793 131
2031-11-10 0.349 0.688 0.348 0.684 0.000 8749 131
2031-11-11 0.315 0.503 0.314 0.501 0.000 8344 131
2031-11-12 0.297 0.532 0.295 0.530 0.000 8246 131
2031-11-13 0.216 0.391 0.215 0.389 0.000 8588 131
2031-11-14 0.144 0.280 0.143 0.279 0.000 8923 131
2031-11-15 0.125 0.243 0.125 0.242 0.000 8993 131
2031-11-16 0.168 0.377 0.170 0.375 0.000 8708 131
2031-11-17 0.165 0.282 0.165 0.281 0.000 8529 131
2031-11-18 0.166 0.279 0.165 0.278 0.000 8340 131
2031-11-19 0.192 0.361 0.191 0.360 0.000 8401 131
2031-11-20 0.182 0.336 0.180 0.335 0.000 8565 131
2031-11-21 0.185 0.294 0.185 0.293 0.000 8503 131
2031-11-22 0.223 0.436 0.223 0.434 0.000 8281 131
2031-11-23 0.279 0.697 0.279 0.694 0.000 7975 131
2031-11-24 0.296 0.652 0.297 0.649 0.000 7839 131
2031-11-25 0.283 0.499 0.283 0.496 0.000 7686 131
2031-11-26 0.280 0.433 0.280 0.431 0.000 7575 131
2031-11-27 0.246 0.349 0.245 0.348 0.000 7355 131
2031-11-28 0.197 0.228 0.197 0.227 0.000 7494 131
2031-11-29 0.169 0.242 0.169 0.241 0.000 8112 131
2031-11-30 0.163 0.281 0.162 0.280 0.000 8585 131
2031-12-01 0.175 0.294 0.174 0.293 0.000 8566 131
2031-12-02 0.150 0.146 0.150 0.146 0.000 8629 131
2031-12-03 0.125 0.149 0.126 0.148 0.000 9068 131
2031-12-04 0.114 0.150 0.115 0.150 0.000 9490 131
2031-12-05 0.115 0.161 0.116 0.160 0.000 9385 131
2031-12-06 0.114 0.151 0.115 0.150 0.000 9100 131
2031-12-07 0.130 0.198 0.131 0.197 0.000 8895 131
2031-12-08 0.161 0.231 0.162 0.230 0.000 8561 131
2031-12-09 0.125 0.364 0.126 0.363 0.000 8916 131
2031-12-10 0.140 0.252 0.142 0.252 0.000 8956 131
2031-12-11 0.121 0.170 0.123 0.170 0.000 8828 131
2031-12-12 0.104 0.115 0.106 0.116 0.000 9257 131
2031-12-13 0.123 0.182 0.124 0.182 0.000 9070 131
2031-12-14 0.107 0.104 0.109 0.105 0.000 8942 131
2031-12-15 0.106 0.090 0.108 0.090 0.000 8724 131
2031-12-16 0.111 0.119 0.114 0.124 0.000 9009 131
2031-12-17 0.084 0.128 0.084 0.128 0.000 9380 131
2031-12-18 0.079 0.116 0.080 0.116 0.000 9434 131
2031-12-19 0.071 0.115 0.073 0.118 0.000 9886 131
2031-12-20 0.077 0.109 0.078 0.109 0.000 9709 131
2031-12-21 0.084 0.112 0.084 0.111 0.000 9622 131
2031-12-22 0.087 0.100 0.087 0.099 0.000 9576 131
2031-12-23 0.098 0.117 0.098 0.117 0.000 9298 131
2031-12-24 0.121 0.181 0.121 0.180 0.000 9040 131
2031-12-25 0.153 0.321 0.152 0.319 0.000 8945 131
2031-12-26 0.126 0.246 0.126 0.245 0.000 8599 131
2031-12-27 0.140 0.259 0.140 0.257 0.000 8483 131
2031-12-28 0.131 0.169 0.130 0.168 0.000 8476 131
2031-12-29 0.100 0.105 0.100 0.105 0.000 8817 131
2031-12-30 0.100 0.097 0.100 0.097 0.000 8939 131
2031-12-31 0.132 0.123 0.132 0.122 0.000 8679 131
Visualization: Maximum Value Difference¶
Plotting the timestep with the greatest maximum absolute difference in values.
In [7]:
plot_max_value_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum value difference Time: 2031-06-04 12:00:00 Max absolute difference: 51.852226
DMC: Plotting timestep with maximum value difference Time: 2031-06-02 12:00:00 Max absolute difference: 0.308185
DC: Plotting timestep with maximum value difference Time: 2031-06-10 12:00:00 Max absolute difference: 0.000031
ISI: Plotting timestep with maximum value difference Time: 2031-04-03 12:00:00 Max absolute difference: 0.934124
BUI: Plotting timestep with maximum value difference Time: 2031-06-11 12:00:00 Max absolute difference: 0.345842
FWI: Plotting timestep with maximum value difference Time: 2031-06-02 12:00:00 Max absolute difference: 0.297061
Visualization: Maximum NaN Pattern Difference¶
Plotting the timestep with the greatest number of NaN pattern changes.
In [8]:
plot_max_nan_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum NaN changes Time: 2031-07-01 12:00:00 NaN changes: 131
DMC: Plotting timestep with maximum NaN changes Time: 2031-01-01 12:00:00 NaN changes: 0
DC: Plotting timestep with maximum NaN changes Time: 2031-01-01 12:00:00 NaN changes: 0
ISI: Plotting timestep with maximum NaN changes Time: 2031-07-01 12:00:00 NaN changes: 131
BUI: Plotting timestep with maximum NaN changes Time: 2031-01-01 12:00:00 NaN changes: 0
FWI: Plotting timestep with maximum NaN changes Time: 2031-07-01 12:00:00 NaN changes: 131
In [9]:
print(generate_qc_summary(comparison_results, variables))
## QC Summary ### FFMC - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 365 - ⚠️ **Differences detected** - Maximum value difference: 51.852226 on 2031-06-04 - Maximum NaN changes: 131 cells on 2031-07-01 - Total value differences: 996641 across all timesteps - Total NaN pattern changes: 39859 across all timesteps ### DMC - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 328 - ⚠️ **Differences detected** - Maximum value difference: 0.308185 on 2031-06-02 - Maximum NaN changes: 0 cells on 2031-01-01 - Total value differences: 4483 across all timesteps - Total NaN pattern changes: 0 across all timesteps ### DC - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 346 - ⚠️ **Differences detected** - Maximum value difference: 0.000031 on 2031-06-10 - Maximum NaN changes: 0 cells on 2031-01-01 - Total value differences: 34075 across all timesteps - Total NaN pattern changes: 0 across all timesteps ### ISI - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 365 - ⚠️ **Differences detected** - Maximum value difference: 0.934124 on 2031-04-03 - Maximum NaN changes: 131 cells on 2031-07-01 - Total value differences: 2991716 across all timesteps - Total NaN pattern changes: 39859 across all timesteps ### BUI - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 328 - ⚠️ **Differences detected** - Maximum value difference: 0.345842 on 2031-06-11 - Maximum NaN changes: 0 cells on 2031-01-01 - Total value differences: 15403 across all timesteps - Total NaN pattern changes: 0 across all timesteps ### FWI - **Total timesteps analyzed:** 365 - **Timesteps with differences:** 365 - ⚠️ **Differences detected** - Maximum value difference: 0.297061 on 2031-06-02 - Maximum NaN changes: 131 cells on 2031-07-01 - Total value differences: 3023603 across all timesteps - Total NaN pattern changes: 39859 across all timesteps
In [10]:
# Clean up
ds_ref.close()
ds_new.close()
print("\nDatasets closed. Analysis complete!")
Datasets closed. Analysis complete!